{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Spline features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.preprocessing import SplineTransformer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(100, 1)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# toy dataframe with values 1 to 10\n",
    "\n",
    "df = pd.DataFrame(np.linspace(0, 10, 100), columns=[\"var\"])\n",
    "\n",
    "df.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>var_sp_0</th>\n",
       "      <th>var_sp_1</th>\n",
       "      <th>var_sp_2</th>\n",
       "      <th>var_sp_3</th>\n",
       "      <th>var_sp_4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.959596</td>\n",
       "      <td>0.040404</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.919192</td>\n",
       "      <td>0.080808</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.878788</td>\n",
       "      <td>0.121212</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.838384</td>\n",
       "      <td>0.161616</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.161616</td>\n",
       "      <td>0.838384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.121212</td>\n",
       "      <td>0.878788</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.080808</td>\n",
       "      <td>0.919192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.040404</td>\n",
       "      <td>0.959596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    var_sp_0  var_sp_1  var_sp_2  var_sp_3  var_sp_4\n",
       "0   1.000000  0.000000       0.0  0.000000  0.000000\n",
       "1   0.959596  0.040404       0.0  0.000000  0.000000\n",
       "2   0.919192  0.080808       0.0  0.000000  0.000000\n",
       "3   0.878788  0.121212       0.0  0.000000  0.000000\n",
       "4   0.838384  0.161616       0.0  0.000000  0.000000\n",
       "..       ...       ...       ...       ...       ...\n",
       "95  0.000000  0.000000       0.0  0.161616  0.838384\n",
       "96  0.000000  0.000000       0.0  0.121212  0.878788\n",
       "97  0.000000  0.000000       0.0  0.080808  0.919192\n",
       "98  0.000000  0.000000       0.0  0.040404  0.959596\n",
       "99  0.000000  0.000000       0.0  0.000000  1.000000\n",
       "\n",
       "[100 rows x 5 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# let's create features up to a 3rd degree\n",
    "\n",
    "spl = SplineTransformer(degree=1, n_knots=5)\n",
    "\n",
    "dft = spl.fit_transform(df)\n",
    "\n",
    "dft = pd.DataFrame(dft, columns=spl.get_feature_names_out())\n",
    "\n",
    "dft"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-2.5,  0. ,  2.5,  5. ,  7.5, 10. , 12.5])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spl.bsplines_[0].t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams[\"figure.dpi\"] = 450"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 2700x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(df[\"var\"], dft[\"var_sp_2\"])\n",
    "plt.xlabel(\"X\")\n",
    "plt.ylabel(\"Spline\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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TYiLCNH9qomWuscWv9bushykAAB9TViCdO2idGzZFGpHueB30oOl3S0aIdW73Kqml0fk+ABBEcotzbeWyx9vbCI2+yWN4tDhtsa0sW78BAAAAAEBfxOA3AAAA0I8dOlOjnSWVlrnUwZGaPWaw84XQo5baHO5fmV/icBMACDKFz9jLZSy/uBUawSt6uDRhrnWusUo68JLzfQAgSFQ1Vem1469Z5iJDIzV3tI3fh9GnLR5nb/B73eF18vq9DrcBAAAAAAAILAa/AQAAgH5slc0B3pzMVHk8DKIFuyvHDlFKfKRlrvBEpYrLa1xoBABBoLle2vOidc4TKk1f6nwf9Lz0ZfZyO551tgcABJGNRzeq2d9smbt11K0aFDbIhUboSSnRKboi8QrL3NmGs9p2cpsLjQAAAAAAAAKHwW8AAACgn2rx+ZVbWGaZMwxpSWaKC43Q0zweQ3fZ/LVelV/qcBsACBL710lN1da5ifOlQQnO90HPmzBXGjTUOnd4i1TJXTYAwI7c4lxbuey0bIeboLfISsuylcsrznO0BwAAAAAAQKAx+A0AAAD0U1sOlOtcrfVGtGvTEpQcZ70FGsFhyUx7g9+rt5epxed3uA0ABIEdK+zlMj7tbA/0HiFh0vS7bQRNaefzjtcBgL7uUMUh7T2/1zKXGp2qzOGZLjRCb3DLqFtsbXffUrJFFY0VLjQCAAAAAAAIDAa/AQAAgH5qVYG9jc12N0AjOKQOHqhr0oZY5s7VNunNg2ddaAQAfVjFMenoW9a5qERp3M2O10EvkrHcXm7HCsnPhVYA0BG7G5uz0rJkGIazZdBrRIZGat7oeZY5r9+r9UfWu9AIAAAAAAAgMBj8BgAAAPqhszVNev1AuWUuJiJUc6ckutAIvUlOZqqt3Mr8EoebAEAft+Pv9nIz7pZCQp3tgt5l2GQp2cbW2Ypj0vGtjtcBgL6qxddia2jXkKE7xt3hQiP0Jtnjs23lcotzZZqmw20AAAAAAAACg8FvAAAAoB/KKyyTz2/9pubi9GRFhIW40Ai9ybypiYqOsB5AfP1Auc7VNrnQCAD6IL/f/uB3xqed7YLeKX2ZvdyOZ53tAQB92Fulb+lC4wXL3NVJVytxEBc19zfTE6ZrbOxYy9yhikPaf2G/C40AAAAAAAC6j8FvAAAAoJ8xTdP2puacWSkOt0FvFBEWokUzkixzXr+pvMIyFxoBQB909E2pysb329TZUsJ45/ug95m6RAqNsM7tzZMaqx2vAwB9UV5xnq1cVlqWoz3QOxmGYfvXPrco19kyAAAAAAAAAcLgNwAAANDP7CipVFF5rWVuUmK0piXHutAIvdHSWam2civzS7glNgC0xe6WZrtbnxF8IuOkyYusc94GaS/DaABwqbP1Z/V22duWuZgBMbpp5E0uNEJvtGjcIoUY1ncyW390vZp83NEKAAAAAAD0fgx+AwAAAP3MqoJSW7m7MlNkGIbDbdBbzUiJ1YThUZa5Q2dqtau0yoVGANCHNFRK+9dZ58IGSlOyHa+DXixjub1c4QpnewBAH7TuyDr5TJ9lbsHYBQoPCXehEXqjhMgEXZd8nWWuprlGW05scaERAAAAAABA9zD4DQAAAPQjDc0+rdtx0jIX6jGUnZHsQiP0VoZhKCfT3tbvVQUlDrcBgD5mz2rJ22idu2yxFBHjfB/0XqOvl2JHWudK35fOHnK+DwD0EaZpKq84z1Y2Ky3L0S7o/bLGZ9nK5RZzhw0AAAAAAND7MfgNAAAA9COb9p5WTZPXMnfz5GEaEsVGtP4uKyNZoR7rre9rdpxUY4v1pj0A6Dfsbme2u+0ZwcvjkdLvtZfdwdZvAPjIzrM7dbTqqGVuYvxETR482YVG6M2uT7legyMGW+beOfmOTteddqERAAAAAABA1zH4DQAAAPQjK/PtbWZeOsvepmcEt6HR4bpp0jDLXE2jV5v28uY4AEiSzuyTTm63zsWPlkZd43gd9AHp99jL7Xxe8llfwAcA/UFntn0bhvXFrAhuYZ4wLRy70DJnytSa4jUuNAIAAAAAAOg6Br8BAACAfqLkQr22HT5vmRsaHa4bJgx1oRH6ArsXAazKL3W4CQD0ETuetZdLXy4xiAbp4kUAY663ztWekYpfdbwOAPR29S312nhso2Uu1BOqBWMXuNAIfUFWWpatXF5xnvym39kyAAAAAAAA3cDgNwAAANBPvFBgbzD3zpnJCg3hrwq46MaJQ5UQNcAyt/XwOZVW1LvQCAB6MV/Lxa3Mlgz7W57RP2R82l5uxwpnewBAH/DaiddU11Jnmbsp9SbFR8S70Ah9wfj48Zo6ZKplrrS2VAVnClxoBAAAAAAA0DVMcwAAAAD9gN9v2h78zsm0t+EZ/UNYiEd3zkyxzJmmtLqgzIVGANCLHdok1Z+zzo27SYq1/r0V/cikhVJ4jHXu4AapzsbnGAAEsdziXFs5uxue0X90Zus3AAAAAABAb8XgNwAAANAPvHPkvMoqGyxzM0fGKW1YlAuN0JfkZNobTlxVUCK/33S4DQD0YoU2tzFnLHe2B/qeAQOlqUusc36vtOsfzvcBgF6qpKZEH5z+wDI3NHKork662oVG6Evmj52v8JBwy9zm45ttbZUHAAAAAADoCQx+AwAAAP3AqvwSW7mls9j2jdbGD49WemqcZa60okHvHj3vfCEA6I1qzkhFr1jnImKliQuc74O+x+4FAYXPXrzVBgD0Q2uK19jK3THuDoV6Qh1ug74mZkCMbh55s2WuwdugTcc2udAIAAAAAACg8xj8BgAAAIJcVUOLNuw5bZmLCPNowfQRLjRCX5Qzy+bW7/xSh5sAQC+163nJ9Fnnpi2VwiKc74O+JzlTGjrJOle+VzpZ6HwfAOhlfH6f1hy2N/idlZblbBn0WXY/N3KLcp0tAgAAAAAA0EUMfgMAAABBbt3Ok2ry+i1zt08boeiIMBcaoS9aNCNJ4aHWf4XcsOeUqhtbXGgEAL2IaV7cwmxHxjJnu6DvMgwp3ebnxw6bn28AEETeO/2eTtdZX9ScMSxDo2NHO18IfdLsEbM1YpD1Re87zu7QkaojLjQCAAAAAADoHAa/AQAAgCC3qsDeBuaczFSHm6Avi4kI0+3TrN8cb2zx66Wdp1xoBAC9SGm+dO6gdW74VGlEuuN10IfN+JRkhFjndq+SWhqd7wMAvUheUZ6tXHZatrNF0Kd5DI8Wpy22lV1TbG/DPAAAAAAAgJsY/AYAAACC2KEzNdpZUmmZGzl4oGaPGex8IfRpOZkptnKrCkocbgIAvcyOFfZy6csubnUG2hM1TJow1zrXWCUdeMn5PgDQS1Q1Vem1E69Z5iJDI3Xb6NtcaIS+bPE4e4Pfaw+vldfvdbgNAAAAAABA5zD4DQAAAASxVfn2BnDvykyRx8MgGjp25dghSomPtMwVnqhUcXmNC40AoBdorpd2r7bOecKk6Uud74O+L2O5vVyhzQsOACAIbDi6Qc3+ZsvcbaNu06CwQS40Ql+WEp2iKxKvsMydazinbSe3udAIAAAAAADAvtCeLgAAAADAGS0+v3ILyyxzhiEtsbnJGf2bx2PorswU/erVIsvsqvxSfev2yS60AoAetn+d1GzjYpeJ86VBCc73Qd83/jZp0FCp7mzHuSNvSJUlUlyqK7UAoCflFefZymWlZTnaA8EjKy1L759+3zKXW5Sr61Oud6ERAAAAAAC9W1VVlWfz5s1RO3bsiNy3b1/koUOHIisqKkKrq6tDGhoaPIMGDfLHxMR4Y2NjfRMmTGi48sor66677rraq666qqGnuwcbBr8BAACAILXlQLnO1VpvRLs2LUHJcdZbnAHp4nb4X79WJNPsOLd6e5kemTtRYSHcaApAkCt8xl7O7hZnICRMmn639M7vLIKmtPM56YZvulILAHrKoYpD2nt+r2VuZPRIZQ7PdKERgsEto27R/33v/6q2pbbD3Bulb+hC4wUNjhjsUjMAAAAAAHqPt956a+CLL74Y99Zbb8Xs2rVroM/na/c24tXV1SHV1dUhpaWl2rt378Dc3NwhkjRu3LjGBx54oPyLX/zi+fj4eL977YMX78ADAAAAQWplfqmtXM4stkTCvpT4gbp63BDL3LnaJr1x0GJTKQD0dReOSsfets5FJUrjbna+D4KH3QsFCldIfl4nBxDc7G77Xpy2WIbR7nuPwCdEhkZq3ph5ljmv36v1R9a70AgAAAAAgN7h4MGDAx566KHk1NTUqTfccMPkX//61yMKCwsHdTT03ZHDhw9HfOtb3xqZlpY27W9/+1tcgOv2Swx+AwAAAEGovKZRWw6WW+ZiIkJ122XDXWiEYLLU5sUCq/JLHG4CAD1s53P2cjM+JYVw4z10wrDJUrKNrbWVx6XjW53vAwA9pMXXopcOv2SZM2TojnF3uNAIwSQrLctWLrc4V6bVba8AAAAAAAgS//jHP+L+8Ic/JJaWloYH8rwXLlwI/exnPzsuOzt7dH19PVfvdwOD3wAAAEAQyissk89v/abk4vRkRYSFuNAIwWTulERFR1gPML5+oFznaptcaAQAPcDvl3b83V7W7vZm4OM6s/UbAILUm6VvqqKpwjJ3ddLVShyU6EIjBJPpCdM1NnasZa6ookj7LuxzoREAAAAAAH2HYRgaMmSId+LEiQ0zZsyoGzNmTGNMTIzP6uPy8vKGzJkzZ3xDQwPD313E4DcAAAAQZEzT1Mr8UltZu5ubgY+LCAvRHTOSLHNev6m8wjIXGgFADzj6plRl484GqbOlhPHO90HwmbpECo2wzu1bIzVWO98HAHpAXnGerVzW+CxHeyA4GYah7LRsW9ncolyH2wAAAAAA0LsZhqGMjIy6Rx555OTLL798sKKiovDcuXM7Dxw4sG/Hjh0Hjhw5sreqqmrH9u3b937nO98pHTp0aEt753rvvfeily9fPsrN/sGEwW8AAAAgyOwoqVRxea1lblJitKYmx7jQCMEox+ZFAyvzS7glNoDgZHfLMtu+0VURsdLkO6xz3gZp74vO9wEAl52tP6u3y962zMUMiNFNqTe50AjBaOG4hQoxrO+E9vLRl9Xk445WAAAAAID+JzExsfmb3/xm2cGDB3dv3779wE9/+tNT8+fPr42NjfW3lc/IyGj8r//6rzPHjx/f/ZnPfKa8vfO++OKLQ5599tlY55oHLwa/AQAAgCBjd9t3zqxUGQZ3T0LXzEiJ1YThUZa5Q2dqtau0yoVGAOCihgpp/zrrXNhAaYq9LZJAmzKW2csVPutsDwDoAeuOrJPfbPP9w09YMHaBwkPCXWiEYJQQmaDrUq6zzNU01+j1E6+70AgAAAAAgN4hLS2t8fe///3RkpKS3T/5yU9Ojx8/vrkzHx8ZGWk+/fTTJT/84Q/bvX3q9773vRS/3/r1H3wSg98AAABAEGlo9umlnSctc6EeQ1npSS40QrAyDENLO7H1GwCCyp7Vkp2Nj5dlSeHRjtdBEBt9vRQ70jpX+r509qDzfQDAJaZpKrco11Y2O42LrNA9WWlZtnJ5xXmO9gAAAAAAoDdITU1t+e1vf3vswIEDe//t3/7tQmhoaLfO95//+Z/lS5cuPdfWY0eOHIl4+eWXeSOlkxj8BgAAAILIxr2nVNPktczdMnm4hkSxEQ3dk5WRrFCP9db4tTtPqrHF50IjAHCJ3e3Kdrc1A+3xeKT0e+1ld7D1G0Dw2Hl2p45VH7PMTYyfqMlDJjtfCEHt+pTrNThisGXunZPv6FTtKRcaAQAAAADQc+6///6Khx9++HxISEjAzvmLX/yibODAgW2u9l6zZk1swJ6on2DwGwAAAAgiq/JLbeVyZqU43AT9QUJUuOZMGmaZq2n0atPe0y40AgAXnNknndxunYsfI426xvk+CH52B793Pi/5rC8ABIC+wO5m5ezxbPtG94V5wrRw7ELLnClTaw+vdaERAAAAAADBJTk52XvjjTdWtfVYfn5+lNt9+rru7WAHAAAA0GuUXKjXtsPnLXNDo8N1w4ShLjRCf5AzK1Wv7DtjmVuVX6rF6ckuNAIAh9ndqpyxTDKs74oAWIofJY25QTr6Zse52jNS8avSxHnu9AIAh9S31GvjsY2WuVBPqG4fc7sLjdAfZKVl6W/7/maZyyvO0xemf0Eeg91aAAAAQLDyer3atm3bwLfffjtq3759EUVFRZEnT54cUFdX56mtrQ0JDQ01Y2NjfbGxsd7ExMTmK6+8svamm26qveGGG+oiIyPNnuh88ODBAS+++GLs22+/HX348OGI8vLysLq6upCQkBBz+PDhLbNnz675xz/+cbwnunVGVVWVZ9WqVbEffPDBoN27d0eWlpaG19bWhtTV1YX4fD5FRkb6IyIi/PHx8d6UlJTm1NTUphkzZjRcd911tTNnzmwM5IbqS1VXV3teeOGF2A0bNsTu378/sqysbEBdXV2IYRiKiYnxjh49umn27Nm1OTk5FTfccEO9Y0X6sBtuuKHm5Zdfjr/0+IkTJ7hVeScx+A0AAAAEiRcK7G37vnNmskJDeIMSgXHjxKFKiArXudqmDnNbD59TyYV6pQ4e6FIzAHCAt/niVmVLhjTjHsfroB/JWG49+C1Jhc8w+A2gz3v1xKuqa6mzzN2UepPiI1q9Vwh0yfj48Zo6ZKr2nN/TYa60tlQFZwp0eeLlLjUDAAAA+rbGxkYjMTFxRlVV1ScmcgcOHOg/derUzpiYGH+gnuvChQue5OTkGY2NjZ94IzQ+Pt576tSpXeHh4e0OZZ87dy7k73//e1xeXl78Bx98EFVbW9vuBLHX6zUaGxs9Z86cCTt06FDkW2+9Ffv4448rLi7O+8ADD5Q/+uij5QkJCb7u/FgOHjw4YNKkSdMuPf71r3/91C9+8YuTH/3/e++9F/mtb30r+c0334z1+1v/VLa0tBjHjx8Pb2lp6dVbSvbu3Rv+3e9+d8SmTZviGxoa2n0ju7a2NqS2tjbk3LlzYUVFRZEffywmJsZ32223Vd57770XsrOzq+0875IlS0a/+OKLQy49bppmwUf/3djYaHzve99L/POf/zz80s/jj5w7dy7s3LlzYfn5+VFPPPFE4tSpU+t//OMflyxYsKDWTo/+Ijk5ubmt4zU1Nc5N7Acppj0AAACAIOD3m7YHv3MyUx1ug/4kLMSjO2dab/I2TWn1dnufowDQaxVtkurPWefGzZFiU5zvg/5j8iIpPNY6d2ijVHvW+T4A4KDcolxbuay0LGeLoN/JHp9tK5dXnOdsEQAAACCIREREmIsXL251y+L6+nrP008/HdCref/6178OvnToW5Kys7MvdDT0/YUvfCElKSlpxle/+tXRW7Zsie1o6LsjlZWVoT/72c+SxowZM+3JJ5909Eplv9+vRx55ZMQ111xz2ZYtW9oc+u4L/H6/Hn300cTMzMwpeXl5Qzoa+rZSXV0d8sILLwz53Oc+NyZQ/fbt2zdg2rRpl/30pz9Nam/ouy179uwZuHDhwon3339/alNTU68eundTREREj2zED0YMfgMAAABB4J0j51VW2WCZmzkyTmnDolxohP4kJ9PecOMLBaXy+/n7PIA+rPBZe7mMZc72QP8TFilNvdM65/dKu1c63wcAHFJSXaL8M/mWuWGRw3R10tUuNEJ/Mm/MPIWHWN9devPxzaptZmkbAAAAYNcDDzzQavBbklasWNFq03J3PPvss22e78EHH+xwm8fOnTsHBXIjdm1tbcgDDzww9mtf+1pSoM75cX6/X0uXLh3985//PMnn69Zi8R7l9/u1bNmyUY8//nhybxyO3rlzZ/h11103ubi4OKKr5/jrX/867LbbbhtXW1vb6358PaG0tDSsreMxMTF99xO5hzD4DQAAAASBlfkltnJLZ7HtG4E3fni00lPjLHOlFQ1690ibr+0BQO9Xc0YqesU6FxEnTVzgeB30QxmftpcrXHHxVhsA0AflHc6zlVs0bpFCPaHOlkG/EzMgRjePvNky1+Bt0KZjm1xoBAAAAASH6667rn78+PGtNlh98MEH0QcPHhwQiOfYs2dP+Pbt21ttv5o8eXL97NmzrbdndSAqKsqXlJTUPHHixIbp06fXjRkzpjEuLs7b0ceYpqlf//rXI/7v//2/Q7vz3G35+te/nrR69eo2h9xjYmJ8Y8aMaZw+fXrduHHjGjvadN7Tvve97w1//vnnEzrKhISE6KOf+xkzZtRNmDChISkpqXngwIGOrjg/d+5cyKJFi8ZfuHCh1YsPoaGh5ogRI5qnTJlSn5KS0mT1c/zWW2/FLlmyZGxfHtIPlPfee6/NDXWjRo1qdLtLX8erYgAAAEAfV9XQoo17TlvmIsNCtGD6CBcaoT9aOitVO0oqLXOrCkp1dVqHr+EAQO+063nJtPHC7LQcKazLC0CA9iXPlIZOks4e6DhXvk86WXgxDwB9iM/v09rDa21ls9KynC2Dfit7fLZePvqyZS63OFdLJixxoREAAAAQHO69997zP/jBDz5xC1nTNPXnP/95yM9//vNT3T3/X/7ylzYHoZctW9bpjURTpkypnzdvXuXll19ef8UVV9SPGTOmpa3c0aNHw1599dWop59+OmHbtm0xZhvLGH7wgx+k3nDDDbXXXHNNt4bPP/Lee+8Nevfdd2M+fiwxMbH5S1/60pklS5ZUTZ06tenjj3m9Xm3evDkqNzc3LhDPHyhFRUUDfv7zn7e5ET02Ntb36U9/+mx2dnbl1VdfXR8REdHmYPWhQ4cGFBQURL755pvRr7zySuzRo0cD9sL8l770pdSSkpJP3BLqqquuqn7wwQfP3n333VWRkZH/6uT1epWXlxfz5JNPJmzYsCG+rfO98sorcT/60Y+Gffe73y0PVMe+pqWlRZs3b45t67FZs2bVud2nr2PjNwAAANDHrdt5Uk1e64ua509LVHREm3dPArpt4YwRigiz/ivmy7tPqbqxzdfHAKD3Ms2LW5TtyFjubBf0X4Zh//PL7ucrAPQi7516T6frrC9qnjlspkbHjna+EPqlKxKvUNIg67ux7zy7U0eqjrjQCAAAAAgOX/jCF86HhIS0GuBduXLlEL+/e8ub/X6/Vq1a1WrwOywszPz85z9va/B78ODB3m9+85tlRUVFu/bs2bP/Zz/72am77767qr2hb0kaM2ZMyxe+8IWKf/7zn0UbNmw4OGrUqKZLM83NzcZXv/rVkZ37EbVv27ZtMR//+friF794pqioaM/3v//98kuHviUpNDRU8+fPr/3zn/9cGqgOgfDHP/5xSGNjY6s3Fq+99trq4uLi3b/97W/L5syZU9fe0LckTZgwofmee+6p+uMf/1h65MiRvdu3b9+7fPnys4HYBv7xjeoRERH+X/3qV8e2bdtWdN9991V+fOhbuvhzfNddd1W//PLLR5577rni+Pj4NrfB/+hHP0ouKioKyIb7vuj//b//N/jcuXNtDitkZWVVulynz2PjNwAAANDHrcovsZVbOivV4Sboz2IiwjR/6gjlFpZ1mGvy+vXSzlO6d3bAXuMCAOeV5kvnDlnnhk+VRsxwvg/6r+l3S5u/b719fs8L0tz/lsIi3ekFAAGQV5xnK8e2bzjJY3i0OG2x/rDzD5bZvOI8/Xvmv7vQCgAA9Bf1LfXGoYpD3EoOrUyIn9A4MGxguwOwfUFycrL3xhtvrHrttdfiPn68tLQ0fMOGDVELFiyo7eq5161bF33q1KlWA7Vz5sypTExMtLyN43e/+92Tt9xyS+3AgV3/OZ47d27tO++8c+CGG26YUFRU9IkX5QoKCqK2bdsWefXVVwdk6/dHvve975X+4Ac/OBPIc7rl5ZdfbrUZOzU1tWn9+vWHY2JiujS4nZGR0fjMM8+cqKqqCtgy5JCQEPPpp58+vHTp0mo7+U996lNVKSkpRfPmzZtYV1f3iR719fWeL33pS6mvvfba4UD16ysaGhqM//7v/27zKutRo0Y1zZ07t8tf//0Vg98AAABAH3bwdI12llZZ5kYOHqjZYwa70Aj9Wc6sFMvBb0lamV/C4DeAvqXwGXu5jOUXtzIDTokaJk2YJx1c33GusUo6sF6adpc7vQCgm6qaqvTaidcsc5Ghkbpt9G0uNEJ/dse4O2wNfq87vE5fyfiKQj283QoAAALjUMWhiE9v+PRlPd0Dvc8z85/Zlz4sPaBDwz3hs5/97PlLB78l6amnnkrozuD3U089ldDe89n5+DvuuKOmq8/9cSNGjPCuWrXq8KxZs6Z4vd5PvFD8m9/8ZtjVV199PBDPI0kLFy680FeHvv1+vw4fPtzqIpfPfOYzZ7s69P1xsbGx3T7HR/7zP/+z1O7Q90euvfba+t///vdHP/vZz4679LEtW7bE7d69O3zatGmttrMHs0ceeSSptLQ0vK3H/uM//uOUxxOwWf1+g58xAAAAoA+zu+07JzNFBoNocNiVY4YodbD1ZtEdJZUqOhOQ19AAwHnN9dKeF61znjBp2lLn+wAZy+3lClc42wMAAmjD0Q1q9jdb5m4bdZsGhQ1yoRH6s5ToFM1OnG2ZO9dwTlvLtrrQCAAAAAgOS5curYqPj/deenzDhg3x1dXVXZpjrKio8GzatCnu0uMJCQktd911l/X2rACbMWNG05IlS1oNnL/99tsxgXqOqKgo3x//+Ed7bxL3QuXl5SEtLS2t3rieNm1aY0/0aU9aWlrjt7/97fKufOxnPvOZymuuuabVwLhpmvrd7343tPvt+o4NGzZE/elPf0ps67EpU6bUP/TQQ7Yu0MAnMfgNAAAA9FEtPr+t7cqGIS3JTHGhEfo7j8fQXTNTbWVXFZQ63AYAAmT/WqnZxsUqE+dLg4Y43wcYf6s0yMZ7A0fekCr77Ps/APqZ3OJcW7ns8dkONwEuWpy22FYurzjP2SIAAABAEAkPDzezs7MvXHq8vr7e87e//S2+K+d8+umn4xsbG1vNQN55550XwsLCunLKbrvzzjsrLj128uTJASdOnAjI7YIWLVp0ITk5udUAfV/R1tC3JDU3N/eqLWaPPvroye58Dv3whz882dbxVatWDWlpaenyefuSEydOhH72s58d6/P5Wj0WGhpq/ulPfzoWEhLSA836Pga/AQAAgD7q9QPlOl9nvRHt2rQEJcVZb2EGAmFJZrLsLJd/cXuZWnwBu9MaADjH7tbkjE872wP4SEiYNONTNoKmtPM5x+sAQHcdvHBQ+87vs8yNjB6pmcNmutAIkG4ZdYuiwqIsc2+UvKELja3mVgAAAAC048EHHzzX1vEVK1Z0aavGihUrEjrzPG7IzMxsaOv4W2+9Zf2XDBs+//nP9+kNyYmJiW0OrW/YsCFgW9G7a9CgQf577723sjvnmDNnTt3IkSObLj1eUVER+v777wf9m/e1tbXGwoUL086ePdvm9Pwjjzxy8pprrmnzawXWGPwGAAAA+qhV+fY2JufMsreBGQiElPiBumZcm6+xfcK52ia9cfCsC40AoBsuHJWOvW2di0qUxs1xvg/wkfTl9nKFKyQ/F1oB6N3sbkzOSsuSYecqUyAAIkMjNW/MPMuc1/Rq/ZH1LjQCAAAAgsPs2bMbLrvssvpLj7///vvRhw4dGtCZc+3bt2/A9u3bWw1TT506tT4zM7OxOz27IyUlpc3B5qNHj3bqx9eWiIgI/w033FDX3fP0pLCwMI0ZM6bVr8/KlSsTVq5c2SuGv2+66abKgQMHmt09z8KFC1ttf5ekbdu2DeruuXszn8+nnJycMbt3727zx3njjTdW/fd///dpt3sFk4DcPgAAAACAu8prGrXlYLllLiYiVLddNtyFRsD/ypmVon8WWy9SWJlfolv5/ATQm+34u71c+j1SCC+zwUXDJknJs6Sy/I5zlcel4/+UxlzvTi8A6KQWX4utoVmP4dGicYtcaAT8r+y0bL1w6AXLXG5xrpZPXs6FCQAAAIBN99577/nvfve7Az9+zDRN/fnPfx7ys5/97JTd8/zlL39JMM3Ws7nLly8PyLbv6upqT35+fuSOHTsi9+3bF1FRURFaW1sbUlNT42lqaur0wt3KysqQ7naaNGlSQ2ho338t+sYbb6w+evRoxMeP+Xw+45577hmfl5d37tFHHz09Y8aMVtuy3ZKZmdnq4oSuuPzyy9sc0v/ggw8GSeqxrfROu++++0Zu3Lgxvq3Hxo4d27hy5cqjHg87q7uj7/8uAAAAAPRDeYVl8vmtLzJenJ6siLBuv4YAdMrcKYmKjghVTWObCw3+ZcuBcp2tadLQ6HCXmgFAJ/h9nRj8trl9GQikjGXWg9+SVPgsg98Aeq03S99URVOby68+4aqkq5Q4KNGFRsD/mpYwTWNjx+pI1ZEOc0UVRdp3YZ+mDJniUjMAAACgb/v85z9//gc/+EFKS0vLJ66eXLly5ZDHH3/8lJ2BUL/fr5UrVw659PiAAQPMz3/+8xe62q22ttZ49tln4//xj38Mfvvtt2O8Xm/ArvCsrKzs9qzm6NGje2yTeSA98sgjZ/72t78N9fl8n/j59fv9eu655xKee+65hKlTp9bffvvtFbfddlvN9ddfXxcWFuZav5kzZwZk8HvWrFkNbR0vLi6ODMT5e6OHH344ecWKFUPbeiwpKan5lVdeOTR06FCf272CDWPzAAAAQB9jmqZW5pfayi6dlepwG6C1iLAQ3TEjyTLn9ZvKKyxzoREAdMHRN6VqG99vU6+UEtKc7wNcauoSKTTCOrdvjdRY5XwfAOiC3OJcW7mstCxniwBtMAxD2WnZtrK5RfY+lwEAAABIiYmJvjlz5lReerykpCR806ZNUXbOsX79+uiTJ08OuPT4rbfeWpmQkNClodKnnnoqfvz48VO/9KUvjdmyZUtsIIe+Jammpqbbs5oxMTFBMTB72WWXNf/7v/97h9vd9+zZM/Dxxx9PvuWWWybFxsZmzJ49e8LDDz+cvHr16pjq6mpH517T0tICsm180qRJbZ6nqqoqKDe3PfbYY4lPPPFEm1fuDx06tOWVV145NG7cuBa3ewUjBr8BAACAPqawpFLF5bWWuUmJ0ZqaHONCI6A1uxcdrMwvUVu34QOAHlf4rL1cxjJnewDtiYiVJt9hnfM2SHsZRgPQ+5TXl+ufZf+0zMWGx2pO6hwXGgGtLRy3UCGG9fvxLx99WU2+HrsLOQAAANDn3HfffefbOv7kk08m2Pn4p556qtW27w/Pe66zXZqamoyFCxeO/dznPjf29OnTrYbJA+XS7dZdERMT4w9El97gxz/+8anPfvaz5XayDQ0Nnvfffz/6iSeeSLzrrrvGDxkyJH3WrFkTf/KTnww9ffp0wIeo4+PjA/LzHBoaqoiIiFbnqq6uDrrB7x/+8IfDfvKTnyS39Vh8fLx348aNh6ZMmcJfnAOk27cPAAAAAOCuVTa3fefMSpVhBPRCdMC26Smxmjg8WgfP1HSYKyqv1c7SKqWnxrlTDADsaKiQ9q+zzoUNlKbY2wIJOCJjubR7pXWucIWUeZ/jdQCgM9YdXie/af0+6oIxCzQgxLH33YEOJUQm6LqU6/RGyRsd5mqaa/T6idc1f8x8V3oBAIDgNCF+QuMz85/Z19M90PtMiJ/Q2NMdAu2uu+6q+spXvtJy9uzZsI8f37BhQ3xNTc2J6Ojodv/CWFVV5dm4cWP8pceHDh3akpWVVd2ZHh8Nfb/66qtxnfm4nhIWFhY025Q8Ho/++te/llx99dW13/ve91LPnDkTZv1RF3m9XqOgoCCqoKAg6rvf/W5qTk7OuR/+8Ien0tLSArJNOj4+PmCb1aOionyNjY2fWNBcU1MTVHO7jz/++NDvf//7bW4Fi42N9W3YsOHQzJkzg+73sZ4UVJ9AAAAAQLBraPZp3c6TlrmwEENZ6UkuNALaZhiGcmal6L/W77fMrsovYfAbQO+yZ7VkZ2PjZVlSeLTjdYB2jb5OihspVZ7oOFf6gXT2oDR0oju9AMCCaZrKK86zlc1Ky3K0C2AlOy3bcvBbknKLchn8BgAA3TIwbKCZPiy9oad7AG4IDQ3VnXfeeeFPf/rT8I8fr6ur8zz99NPxDz/8cJsbwSXp6aefjm9oaPBcejwnJ+d8aGjnxiH/z//5P8M6GvoeOnRoy3XXXVedmZlZN2nSpKaRI0c2Dx8+3BsXF+ePiIjwh4W1PatsGEZmp4r0Yw8++GDF8uXLK3/7298mPPPMMwl79+4d2JmP93q9xnPPPTc0Nzd3yH/913+V/Md//Eent76j6379618Peeyxx0a29VhUVJRv3bp1h2bPns33tgBr9RsgAAAAgN5r495Tqm3yWuZunjRcQ6LCXWgEtC8rI1mhHuut82t3nlRjS8AunAeA7itcYS+XsdzZHoAVj0dKX2Yva/fzGgBcsPPsTh2rPmaZmzR4kiYPmex8IaAD16Vcp8ERgy1z7556V6dqT7nQCAAAAAgODz74YJsDuitWrBjS0cetWLEioTPna8+xY8fCfvnLX7a5SSs5Obn52WefLT516tSu1atXH/v2t7999s4776yeNWtWY2pqqjc6Orrdoe+mpiZuydxJAwcONB999NGze/bs2b9nz549jz/++PEFCxZUDB061PYG78bGRs8jjzwy6stf/nJyd/tUVFSEdPccH6mtrW11rujoaOs3/PuA3//+94P//d//fbRptl5EP3DgQH9ubm7RddddV98D1YIeg98AAABAH7Lyg1JbuaWXpzjcBLCWEBWuOZOGWeZqGr3atPe0C40AwIYze6WThda5wWOlUVc73wewkn6vJBvvJe18XvIF5E6nANBtbPtGXxLmCdOisYssc6ZMrTm8xoVGAAAAQHCYOXNm47Rp0+ouPf7+++9HHzp0aEBbH3PgwIEB+fn5UZceT09Pr5sxY4aN2zj+rz/96U9D6uvrW81PTp48ub6goGDfvffeWxUS0vn53/Ly8oANDfdHU6ZMafrGN75x7qWXXjpSXl6+a//+/bt/+9vfHrv77rvPJScnN1t9/O9+97vEp556Kr47HSoqKgIyV+v1etXY2NjqXDExMX1+I9b//M//xH/lK18Z4/f7Wz0WERHhf+GFF4puueWWVl/fCAwGv9EthmGMMAzjC4ZhPGcYxk7DMM4bhtFsGEaDYRinDcPYZhjGnwzDuNMwjE7dhqE3MQxjumEY/2YYxlOGYeQbhnHUMIwKwzBaDMOoMgzjuGEYOwzD+LthGF8zDONKwzC4egsAAARUyYV6vXOk3bua/cuw6HBdP36oC40Aa0tnpdrKrcwvcbgJANhU+Ky9XPq9En/1R28QN1Iac711rq5cKn7V+T4AYKG+pV4bjm6wzIV5wrRgzAIXGgHW7F6EsKZ4jfxm6ze9AQAAALRt+fLlrd78NE1Tf/nLX9rc+v2Xv/xlSFvbhZctW9apbd+StGHDhrhLj4WEhGjFihVHhw8f3uXB3LNnz4Z29WPR2qRJk5offvjh888///zx0tLS3e+///7ehx566PTgwYPb3Zr9/e9/P7k7m9eLi4sDcmvtAwcOtHme2NjYPj34/cwzz8R96UtfGuPztf5hhIeHm88//3zx/Pnza3ugWr/B4De6xDCM8YZhPCfphKQ/S/qUpOmSBksKkxQhabikqyQ9KGm1pDLDMH5sGEZMz7TuHMMwIgzD+JJhGNsl7ZT0e0n3ScqUNFpSnKRQSTGSRkqaIekeSb+U9I6kg4ZhfMMwjFjXywMAgKC0qsDetu87Z6YoNIQ/6qN3uHHiUCVEWb82su3weZVc4E5fAHqYt1na9byNoCHNuMfxOoBtGZ+2lytc4WwPALDh1ROvqt5r/Wf/G1NvVFxEnPOFABvS4tM0LWGaZa60tlQFZwpcaAQAAAAEh8997nMXwsPDW01y/+Mf/2g1+O33+7Vy5cpWxyMiIvz3339/RWeet76+3ti9e/egS49fccUVNTNnzmzszLkutX379sjufDw6dvnllzc+8cQTZUeOHNn9qU99qs2B/5KSkvCNGze22gxv1/bt2wOy4DY/P7/Nz4W0tLSGQJy/Jzz//POxn//858f6fL5Wg/UDBgwwn3322eLFixfX9ES3/oRpEHSaYRjflLRbF4e9O3OFUpykR3VxIPo2B6oFjGEY10jaIekPkjK6eJrxkh6XtM8wDOt7AAIAAHTA7ze12ubgd86sFIfbAPaFhni0ZGayZc40pdXb7X2OA4BjijZJ9dZ319C4OVIs32/Ri0xeKIXb2D1waKNUe9b5PgDQgdyiXFu57LRsh5sAnWN363decZ6jPQAAAIBgkpCQ4Lv11ltbDW23Nbi7YcOGqNLS0lbbhm699dbKIUOGdGqDcmlpaZjf3/puPVdddVW3B1a3bdvW5YFj2BcbG+t/7rnnjs+ZM6eyrcc3b97c5eW0BQUFgRr8bnVxgSRdfvnldYE4v9tefPHFmM9+9rPjWlpaWg19h4aGmn/9618PL1mypLonuvU3DH7DNsMwQgzDeFbSTyR153YGiZI2GIbxUGCaBZZhGF+V9LakiQE6ZZKktYZhPB6g8wEAgH5o2+HzKqu0vvA3c1S8xg3ltQT0LnYvRliVXyq/v/Xt+QDANXa3IWcsd7YH0FlhkdK0JdY5v1fa9Q/n+wBAO0qqS5R/Jt8yNyxymK5OutqFRoB988bMU3iI9dtjrxx7RbXN3NEaAAAAsOv+++9vcxvHk08++Ynt3k899VRCW7nPfe5zbW597sipU6faXHaamJjY0tlzfZzf79drr71mY0MDAuWb3/zmmbaOHz9+fEBXz/nGG2/E1tfXtxpu7qyXXnopvq3jV199dZ8b/F63bl30smXLxjU3N7f6eQkJCTGffPLJI/fcc09VT3Trjxj8Rmc8Kelei8wpSfmSCiV1tCLLI+l3hmHcH6BuAWEYxsOSfiXJ6jfuSkn7Jb0naZ86/rF+5BuGYfyoO/0AAED/tTK/xFYuJ5Pto+h90oZFK2NknGWurLJB7x6x80drAHBAzWmpaLN1LiJOmni743WATku3eUFC4YqLt9oAgB6QdzjPVu6OtDsU4glxtgzQSTEDYnTzyJstc42+Rm08ttGFRgAAAEBwWLx4cfXw4cNbDVy//PLLg2tqajySVF1d7dmwYUOrIdrExMTmRYsWdXpLd1vbviWpsbGxW/OUzz//fOyJEye6s1AVnXTllVfWt3W8oqKizeF+O2pra0Oef/75uC6XkrRly5aBx48fb/W5EB8f773iiiusN771Iq+88sqgu+++O62tr4+QkBD9+c9/PvrpT3+6sgeq9VsMfsMWwzC+LOkz7TzcKOlxSeNM00wyTfNy0zRnmqaZIGmGpL9Iaut2GoakPxiGkelI6U4yDCNDF4e+23Na0n9KmixpsGmal5mmeaVpmlM+/LGOl/QNSR1NZT1mGMb8QHUGAAD9Q1V9izbuPW2ZiwwL0YLpI1xoBHTe0lmptnJ2L3IAgIDb+bxk2rgb6PSlUliE832AzkqeKQ2dbJ07u186ud35PgBwCZ/fpzXFa2xls9KynC0DdFH2+GxbubziPGeLAAAAAEEkJCREOTk5rTYD1dXVef72t7/FSdLf/va3+Pr6+lazjkuXLj0fEtL5C4eHDx/ubev4wYMHu/zib1NTk/Hf//3fSV39eHSNz9f26/qxsbE2XvBv349//OMRXm+bnya2fO9730tu63hOTs75sLCwLp/XbW+++ebAJUuWjG9oaGj19efxePTEE08c/dznPlfRE936Mwa/YckwjHGSftrOw8clXWGa5qOmaR659EHTNHeZpvmgpJsltfUFHi7pb4ZhdPkKm0AwDMOQ9HtJ7f1J4AVJk0zT/C/TNA+YZuu1SKZpFpum+TNJk3RxO3p7fmMYBld2AQAA29buOqlmb9tXnX/c/GmJio7oO39JRP+ycPoIRYRZ/xV0w57Tqm7s1l30AKDzTFPa8ay9bPoyZ7sAXWUYUobNz89Cm5/vABBA7516T2fq27z78ifMHDZTo2JGudAI6LwrEq9Q0iDrOY6dZ3fqSGWrt80AAAAAtOPBBx8819bxFStWJHz47yHtfFyXbiU7cuTIltDQ0FbzX5s3b45rbGw0unLOb37zmyP27ds3sCsfi67bunXroLaOjxgxork75y0qKor88Y9/PKwrH7tixYq4f/7znzFtPfbwww+f7U4vN23bti3yjjvumFBbW9tqptLj8ejXv/71sS9+8YsXeqJbf8fgN+z4pS4OaF/qvKSbTNPcbXUC0zTflDRPUlMbD18m6eFuNey+Kz/8py1rJd1tmmaVnROZpllvmubnJf2/diJpkhZ1viIAAOivXrC5AdnuRmWgJ0RHhOn2qdYb6Zu8fq3bedKFRgDwMaUfSOcOWeeGT5NGzHC+D9BV0++WPDb2K+x+QWrpU3cTBRAEcotzbeXY9o3ezGN4tDhtsa1s3uE8Z8sAAAAAQWTatGlNM2fOrL30+HvvvRe9YcOGqPfffz/60scyMzNrp0yZ0tYsmqWoqChzxowZdZceLy8vD/ve976X2Nnz/fjHPx7629/+llsz2/CXv/wl/t577x21a9eubi9O9fl8+tGPftTmz/uNN97Y6vOps37wgx+kvPjii20OcLdn27Ztkf/2b/82uq3Hbrrppqpp06Z16XPWbQUFBRELFiyYUF1d3Wro2zAM/eIXvzj28MMPd+nCC3Qfg9/okGEYGWp/SPmLpmketXsu0zTfl/Tddh5+tIe3YN/ZzvFaSV8wTdN6xWZrX5HU3sRKVhfOBwAA+qGDp2u0s9T6+rNRQwZq9pjBLjQCuu6uWSm2cqvySx1uAgCXKFxhL5ex7OJWZaC3ihomjZ9rnWuqkg6sd74PAHyoqqlKr5943TIXGRqpuaNt/D4G9CC7g9/rDq+T19/124IDAAAA/c3y5ctbDZGapqnPfvazY02z1XJuLV++vM0t4XbdfvvtlW0d/9nPfpb0+OOPD7Vzjurqas8Xv/jFlG9961sjP+po8BpyhxoaGjzPPfdcQnp6+tQ5c+akPfXUU/E1NTWdnmOtqanx3HnnnWPeeeedVhcFxMTE+O666y5bS1474vV6jeXLl4/73e9+1+bG+Uu98MILMYsWLWpzQ3ZkZKT/j3/844nudnLDnj17wufPnz+hsrKy1ZYRwzD005/+9PhXv/pVhr57kI31L+jnvt7O8bdM01zdhfP9WtK/SRp7yfFESfdKeqoL5wyE69o5vsI0zfKunNA0zXrDMJ6Q9N9tPHxTV84JAAD6n1U2t33fNTOFFxHQ6105ZohSB0eq5ELHG0Z3lFSq6EyNxg9v9ToNAARec52050XrnCdMmrbU+T5Ad2Uslw7aGOoufEaadpfzfQBA0stHX1az3/oOy3NHz9XAMO6Kjd4tOSpZsxNn673T73WYO9dwTlvLtuqG1BtcagYAAAD0bffdd9+Fb3/726mNjY2fGAI+e/Zs2KXZyMhI//3331/Rnef7+te/fva3v/1t4qXDraZp6tFHHx25du3auK9//etn5s+fXzNw4MBPTJ7v3LkzfOXKlfH/8z//M6y8vPwT/e67777yp556alh3uvUHpmlqy5YtsVu2bIl96KGH/DfeeGPVtddeW3vFFVfUXXXVVfVRUVGtpv29Xq8KCgoiV69eHffUU08NPXfuXKvPDUn65je/eTIiIqL11QI2LVmy5Pzq1auHSBcH1b/85S+Pfv755wc/+OCDZ3NycqoiIyP/dW6v16u1a9fGPPnkkwnr16+Pb++cjz32WNmECROsXxzpBb70pS+NbOvrTrr4tff3v/99yN///ndbw/B25ebmHh45ciRXT9vE4DfaZRhGlKQl7Tz8eFfOaZpmi2EYv5L0mzYe/ox6bvA7qZ3jm7t53lfU9uD3cMMwPF3cJA4AAPqJFp9fuYVlljnDkJZk2tukDPQkj8fQXTNT9ctXD1lmVxWU6tu3T3ahFYB+b/86qbnGOjfpdmlQQF/HBJwx/lZp0DCpzmKXwZE3pcoTUtxId3oB6NfyivNs5bLSshztAQRK1vgsy8FvScotzmXwGwAAALApPj7eP2/evIq8vDzLF2LnzZtXERsb2625q/j4eP93vvOdsm984xuj2np869atMVu3bo0JCwszU1JSmqKjo321tbUh586dC6uurm610VmSpk6dWv+73/2ulMHvzmlsbPRs3LgxfuPGjfGS5PF4FBMT442NjfXFxMR4/X6/UVtbG3Lq1KkBzc3NHW5Du+qqq2q+9a1vdWnR60f++Mc/lrz//vtRJSUl4R8d++jz4YEHHjCHDh3aMnjwYG9VVVVIeXn5gKampg473XzzzZXf+c53utXJTc3Nze1uYK+vr/ds3749KtDP2dDQ0Omt7/0ZP1noyEJJba3WOCNpYzfO+3dJLW0cv8EwjMRunLc72vtme7Sb523v40MkJXTz3AAAIMi9fqBc5+usL/q9Ni1BSXGRLjQCum9JZrLsLKd/cXupWnxcJwnABYUr7OXSlzvbAwiUkDBpxt02gqa04znH6wDAwQsHte/8PsvcyOiRmjlspguNgO67eeTNigqzfp/7zZI3daHxgguNAAAAgOBw//33n7eT+9znPmcrZ+WRRx45d++9957tKNPS0mIcPXo0YteuXYOOHDkS0d7Qd1paWuOmTZuKLt0Ojs7z+/2qrKwMPX78ePju3bsH7d27d+Dx48fDrYa+r7322upNmzYVezzdG4tNSEjwvfTSS0VDhgxptYG6paXFOHny5IA9e/YMLCkpCbca+r7mmmuqc3Nzj4aEtPlpA3QJg9/oyG3tHF9nmqavqyc1TfO8pLfbeMiQdGtXz9tN7U1U1XbzvNUdPNbln0MAANA/rMovsZVbOivV4SZA4KTED9Q146yvgTxX26w3Dnb4OhsAdN+Fo9Kxtl6iuET0CGncHOf7AIFi90KFHSskPxdaAXBWZ7Z9G3auEgV6gcjQSM0fM98y5zW9eunwSy40AgAAAILDwoULa5KSkjrcjJWcnNx8++2327iNoz1PP/30iYceeuh0d/5OOmfOnMr33ntvf1JSUqtBYXxSdHS0P9B//w8PDze/9rWvnXr11VeLo6OjA/KC5/Tp05veeuut/ePHj2/o6jmWL19+NpCdgI8w+I2OtPeO5qsBOHd75+ipd1Hbu5VCfDfP296tR3ySKrp5bgAAEMTKaxq1xcbQa0xEqG69bLgLjYDAyZmVYiu30ubFDwDQZTv+bi8341NSSKizXYBAGjZJSp5lnas8IR3/p/N9APRbLb4WrT+y3jLnMTxaNG6RC42AwMlKy7KVyzucJ9Nk4R8AAABgh8fj0d13393hNu+lS5ee7+5G548LDQ3VE088UfbCCy8UTZ06tb4zHzthwoSGJ5988shrr712ePDgwQz32nD//fdXHD9+fOevfvWrY3Pnzq2Ii4vr8rB8XFycd9myZWd37Nix55e//OXJ8PDwgP7l67LLLmvetWvX/m984xsnY2NjbS95nTJlSv2aNWsOPfPMMyciIiL4CyECjnes0CbDMBIkjWrn4fcD8BTtnSMzAOfuig8kjWvj+BR178d7WTvHd5imyTd7AADQrtztZfL5rf8OmJWRrIgwbguFvmXulERFR4SqprHj13G2HCjX2ZomDY0Od6kZgH7F77M/+G13ezLQm2Qsl8ryrXOFK6Qx1zvfB0C/9Gbpm6post6BclXSVUoclOhCIyBwpiVM07jYcTpcdbjDXFFFkfad36cpCVNcagYAAAD0bb/4xS9O/uIXvzjp9vPeeeed1XfeeWf1pk2bol5++eWYrVu3Rp86dWpAZWVlaFNTkycyMtIXHx/vHTt2bGNmZmbdwoULq2666aY2B8WPHz++89JjgwYNsj0APHHixGbTNAu68+PpzVJTU71f/epXz3/1q189L0m7d+8Of+uttwbt3r174JEjR8KPHz8eXlFREVpfXx/S2NjoGTBggD8qKsoXHR3tGzNmTOOMGTPqZ8+eXbd48eKaQA97XyoiIsJ8/PHHT333u989s3LlythNmzbF7tu3L/LkyZMDamtrQwzDUExMjG/06NGNV1xxRe2SJUsqb7755jonOznt/fffP9jTHdAxBr/Rnox2jlebpnk0AOcvbOf4ZMMwwk3TbArAc3TGy5I+1cbxhZKe6sZ572jneCC2pgMAgCBlmqbtTcc5makOtwECLyIsRIvTk7Ti3RMd5rx+U3mFZfrC9WNdagagXzn6plRdap1LvVJKSHO+DxBoU++UNn5L8lrciXTfWun2n0oRse70AtCv5Bbn2splp2U73AQIPMMwlJWWpZ8X/Nwym1ucy+A3AAAA0EfMnTu3du7cubXdOcfIkSO7vMW6P5o2bVrTtGnTmiRd6Oku7YmJifE/8MADFQ888ID1Fe6AwwJ3zwMEm/HtHC8KxMlN07wgqa3fBEMljQnEc3TSSknlbRzPMgxjaldOaBhGkqQvtPGQX9KfunJOAADQPxSWVOrwWeuLgCclRmtqcowLjYDAWzrL3kULK/NLuCU2AGcUrrCXy2DbN/qoiFjpsvZ2EnyMt0Ha86LzfQD0O+X15fpn2T8tc7Hhsbop9SYXGgGBt3DcQoUY1ndie/noy2r0NrrQCAAAAAAABDsGv9Ge9oavjwXwOdo7l+uD3x9uGP+PNh7ySFppGEZ8Z85nGMZASaslDWzj4d8HaGs6AAAIUqvsbvuelSrDMBxuAzhjWnKsJg6PtswVlddqZ2mVC40A9CsNFdL+l6xzYQOlKVmO1wEck77MXm7Hs872ANAvrTu8Tn7Tb5lbMGaBBoQMcKEREHgJkQm6LuU6y1xNc41eP/G6C40AAAAAAECwY/Ab7Ulp5/jpAD5He+dq77kdZZrmCkn/r42HJkt6xzCMTDvnMQzjMkn/lHRlGw/vkfRYl0sCAICg19Ds07qdpyxzYSGGstKTXGgEOMMwDOXMsvdH/5U2L4YAANt2vyD5mqxzU7KlcOuLVIBea/R1UtxI61zpB9LZg873AdBvmKapvOI8W9ns8dnOlgEclp1m73PY7tcEAAAAAABARxj8RnuGtHP8XACf42wnn9sND0r6SxvHJ0r6wDCMDYZhfN4wjCmGYcQbhhFqGEasYRgTDcP4jGEYuZJ2S8po4xx7Jd1smmadg/0BAEAft2HPKdU2eS1zt0weriFR4S40ApyTnZGsUI/11vp1O06qodnnQiMA/Ybd7cZ2tyUDvZXHY//zuHCFs10A9Cs7z+7UsepjlrlJgydp0uBJzhcCHHRdynUaHDHYMvfuqXd1qtb6Yn8AAAAAAICOMPiN9sS3c7w6gM9R08nndpxpmn7TNB+U9ClJpZc8bEiaJ+l/dHFz9wVJLZIqJR2Q9LSkLLX+uvJL+rOkK0zTLHequxXDMP4/wzDMQP3TUz8OAACC3ar8S/8I0ja7m5KB3mxIVLhunjzMMlfT5NWmvYG8+RCAfu30HulkoXVu8Fhp1NXO9wGcln6vLr6sZWHn85KvxfE6APqH3OJcW7mstCxniwAuCPOEadHYRZY5U6bWHF7jQiMAAAAAABDMGPxGewa2c7w+gM/R3ubr9p7bNaZp/kPSOEmfl/SKpOYunKZC0pOSppqm+UXTNAP5cwcAAILQifP1eufIecvcsOhwXT9+qAuNAOflZKbayq0qKHG4CYB+w/a273slw8awLNDbxY2Uxlxvnasrl4o2O98HQNCrb6nXxqMbLXNhnjAtGLPAhUaA8+xexJBXnCe/6Xe2DAAAAAAACGoMfqM9A9o57g3gc7R3rvae223hkiJkayVSK15JqyQ9L+lgIEsBAIDg9cJ2e9u+75yZotAQ/iiP4HDjxKEaGh1umdtafF4lF7iWEkA3eZulXf+wETSkGfc6XgdwTcan7eXsXhgBAB3YfHyz6r3Wf3a/KfUmxUXEOV8IcEFafJqmJUyzzJXVlqngTIELjQAAAAAAQLBiWgTtCW3nuBuD32EBfI5OMwxjgGEY35N0QtITkm5V54fRQyU9qIvbwvcZhvGZwLYEAADBxuc39UK+vY3GObNSHG4DuCc0xKM7M5JtZVfbvDgCANp1aKNUb313DaXdLMXa+70J6BMmL5TCY61zhzZKtWed7wMgqOUV59nK2d2QDPQVdj+nc4tynS0CAAAAAACCWnvDvUB7Q9khAXyO9j7/WgL4HJ1iGMZ4XdzUPcMiekFSuaQqSTGSEiQNbSc7UdLThmF8StJ9pmmWB6guAAAIItsOn9PJqkbLXOaoeI0bGuVCI8A9ObNS9Ke3jljmVuWX6itzxsvj6cpNeQBA9rcZpy9ztgfgtrBIadoSKf/JjnN+78Wt+Fc/7E4vAEGnpLpE+WfyLXPDBg7T1UlXu9AIcM/8MfP1+AePq8nX1GFu8/HN+tbsbyl6QLRLzQAAAAD0d4899lji5s2bbWyGcMawYcNaNmzYYP1mYD+0devWyK985Ssje7LDb37zmxPXXHNNQ092QOcw+I32NLdzPJCfM+2dq73ndpRhGJMkbZGU2E7kkKTfSHrFNM2iNj4+VdLNkr4saWYbHz9f0puGYdxkmubpwLS2zzTN/0/S/xeo8xmGYQbqXAAA4OJAqx1L2faNIJQ2LFozR8Zp+4nKDnNllQ1698h5XZ2W4E4xAMGl5rRU9Ip1LjJemrTA+T6A2zKWWw9+S1LhCumq/59kcKEVgM7LO5xnK7d43GKFeAK5ZwboedEDonXLqFu0/sj6DnONvkZtOrZJd024y6VmAAAAAPq7oqKiiO3bt/fYdrGkpKQemQfsCyoqKkJ78tfmow49+fzoPE9PF0CvVd/O8UEBfI72zuX61SOGYURLelltD323SPqmpMmmaT7R1tC3JJmmWWKa5l9N08yU9FlJdW3EJknaYBjGgABVBwAAQaCqvkUb91pfFxYZFqIF05NcaAS4L2dWqq3cyvwSh5sACFo7n5dMv3VuWo4UGu58H8BtSTOloZOtc2f3Sye3O98HQNDx+X1aU7zGVnZx2mKH2wA9Iysty1YutzjX2SIAAAAAACBoMfiN9lS0czwmgM/R3j3sLgTwOez6uaQxbRz3SVpimuZPTdPOu8MXmab5N0k3qe0B+nRJP+hKSQAAEJzW7jqpZq/1HzVunzZCUeFcbIvgtHD6CEWEWf8VdcOe06pqaHGhEYCgYpoXtxjbkbHc2S5ATzEM+5/fdr9eAOBj3j31rs7Un7HMzRw2U6NiRrnQCHDfFYlXKGmQ9UX7u87u0pFK7nIOAAAAAD1p9erVx0zTLLj0n57uBVhh8BvtOd/O8SEBfI6hnXxuRxiGMVLS/e08/APTNNd15bymaX4g6aF2Hv6aYRjt/fgBAEA/s8rmBuOcWSkONwF6TnREmG6fOsIy1+T166VdJ11oBCColH4gnW/zBl6fNHyaNGKG832AnjL9bslj40LC3aulFtdvygegj8srzrOVs7sRGeiLPIbH9kZ7u18zAAAAAAAAH8e6QLSnrJ3jiQF8juGdfG6nfEFtfy2c1sVN4N3xN0lfl3Tpu8YRkh6Q9KNunh8AAPRxB05Xa1dplWVu1JCBmj1msAuNgJ6TMytVLxZa/3VgZX6pls1mQyCATih8xl6Obd8IdlFDpQnzpAMvdZxrqpL2vyRNz3GnF4A+r6qpSq+deM0yFxkaqbmj57rQCOg5i9MW6w87/2CZW3t4rb4888sK84S50AoAAABAf7Z69epjko71cA20YeHChTVsGUdnsfEb7TnazvHRAXyO9s7l9r3tbm7n+AumadZ358SmaZqS2rs37q3dOTcAAAgOq/JLbeVyMlNkGIbDbYCeNXvMYKUOjrTM7Syp1KEzNS40AhAUmuukPbnWOU+YNI0hV/QD6cvs5Xa095IWALT28tGX1eJvsczNHT1XA8MGutAI6DnJUcmaPWK2Ze5843ltLdvqQiMAAAAAABBMGPxGe9q7//H4QJzcMIzBktpaWelV+0PnTsls5/jrATp/e+exftUPAAAEtWavX3k2thsbhnTnzBQXGgE9y+MxlJOZaiu7Kr/E4TYAgsa+tVKzjYtFJt0uDRrifB+gp42/VRo0zDp35E2p4rjzfQAEhdwiGxdZScpOy3a4CdA7ZKVl2crlFec52gMAAAAAAAQfBr/RnsJ2jscahjE6AOdPb+f4AdM0mwJwflsMw4iVNKCdhwM1SdLeeQYahhEVoOcAAAB90OsHynW+rtkyd934oUqKs96CDASDJZkpsrPcPrewTC0+v/OFAPR9hTa3Fqcvd7YH0FuEhEkz7rYRNKWdzzleB0Dfd/DCQe2/sN8yNypmlDKGZbjQCOh5t4y8RdFh0Za5N0ve1PmG8y40AgAAAAAAwYLBb7TJNM2zktpb6XNFAJ6ivXMUBODcnTGog8eqAvQclR08FhOg5wAAAH3QCwX2rjPLyWTbN/qP5LhIXZuWYJk7V9usLQfKXWgEoE+7cEQ6/k/rXPQIadwc5/sAvYXdCx12PCv5udAKQMfsbizOSsuSYecqTyAIRIRGaN6YeZY5r+nV+iPrXWgEAAAAAACCBYPf6MiWdo7fHIBzt3eO1wNw7s6o6OCx2AA9R3wHj1UG6DkAAEAfU17dqC0Hz1rmYiPDdOtlw11oBPQed9m82GFVQanDTQD0eTv+bi834x4pJNTZLkBvMmySlHK5da7yhHTsbef7AOizWnwteunIS5Y5j+HRorGLXGgE9B7Zadm2crnFuTJN0+E2AAAAAAAgWDD4jY680s7xOwzD6PLnjmEYgyVd38ZDpqTNXT1vV5im2SCprp2HUwP0NO2dp840zfoAPQcAAOhjXiwsk89v/abe4vQkRYSFuNAI6D3mTklUTIT1AObrB8p1tqbJhUYA+iS/T9rxnL1s+jJnuwC9kd3P+x3POtsDQJ/2RukbqmyqtMxdnXS1hg/iomb0L1MTpmpc7DjLXHFlsfae3+tCIwAAAAAAEAwY/EZHXpLU0MbxRElzu3HeeyQNaOP426ZpnurGebuqvTWBgbrHc3vbzXvixwoAAHoB0zS1Kr/EVnbprEBdiwb0HRFhIVqcnmyZ8/lN5RWWudAIQJ905A2p2sadAUZeJSWkOV4H6HWm3imFRlrn9q2RGquc7wOgT8orzrOVs7v5GAgmhmEoe7y9z327X0sAAAAAAAAMfqNdpmnWSHqxnYe/2ZVzGoYRKulr7Tz8t66cMwC2tHP8LsMwBnbnxB9uRv90Ow+/0Z1zAwCAvmv7iUodPtveTUf+16TEaE1JinGhEdD75MxKsZVbmV/CLbEBtM3ulmK2faO/ioiVLrvDOudtlPa09xIhgP6svL5c/yz7p2UuNjxWN6be6HwhoBdaMHaBQgzrO7m9fORlNXobXWgEAAAAAAD6Oga/YeWX7Ry/0TCMrqzo+LKkttZonZHUqfvGGobxV8MwzDb+OdbJTpvaOZ4o6T86ea5LfU7S1HYe29jNcwMAgD7qhQL7274Nw3C4DdA7TUuO1aTEaMtcUXmtdpRUOl8IQN/SUCHtf8k6FzZImpLleB2g18pYbi9XuMLZHgD6pLWH18pv+i1zC8Ys0ICQtm4CCgS/hMgEXZ9yvWWupqVGr5943YVGAAAAAACgr2PwGx0yTbNA0svtPPxnwzBG2z2XYRizJP2onYd/appmT60yeEUXB8/b8n3DMBZ15aSGYVwt6bftPHxO7Q+cAwCAIFbf7NW6nacsc2EhhrIykl1oBPROhmHorkx7W79XFZQ63AZAn7P7BcnXZJ2bkiWFW19kAgStUddKcSOtc2X5UvkB5/sA6DNM09Sa4jW2stnju7JDBgge2Wn2vgZyi3MdbgIAAAAAAIIBg9+w42uSmts4niDpdcMwplidwDCM63Rx0Dm8jYcPSPpNdwp2h2ma9ZJ+0M7DIZJWG4bxiNGJdZuGYTwg6VVJEe1E/ss0zdrONQUAAMFg457Tqm3yWuZumTxcgwexEQ39W3ZGskI91n8MX7fjpBqafS40AtBn2N1ObHfbMRCsPB4p3ebXwQ62fgP4XzvO7tCx6mOWucmDJ2vS4EnOFwJ6sWtTrtXgiMGWufdOvaeTtSddaAQAAAAAAPoyBr9hyTTNIkmPtvPwGEkfGIbxI8Mwxlz6oGEYUw3D+KOkLZLaelWrWdJnTdNsCVjhrvmLpJ3tPBYm6aeSDhiG8f8zDGNcWyHDMEYahvF5wzB2fHi+yHbOt0/SH7rZFwAA9FEr80ts5ZbOSnW4CdD7DYkK182Th1nmapq82rT3tAuNAPQJp/dIp3ZY5waPlUZe5XgdoNdLv0eSjX0HO5+XfD39Eh6A3iKvOM9WbnHaYmeLAH1AmCdMd4y7wzJnytSaw/Y26QMAgB5z6V+MzY/+w+/3214mCAAAes4l37PNSx5ua0Fyr8PgN2wxTfNXkp5t5+FISY9JOmIYRqlhGO8bhpFvGMZZSbslfVEXN2e35WHTNN8PeOFOMk3TK2m+pGMdxCZI+p2kYsMwzhmGsc8wjHcNw9hjGMYZSccl/Y+kGR2co1TSPNM0+8RvEAAAILBOnK/Xu0cuWOaGRYfruvEJLjQCej+7F0HYvagCQD+wo72XLy6Rvkyyf3MvIHjFjZTG3mCdqzsrFW12vg+AXq++pV4bj260zIV5wrRgzAIXGgG9X1Zalq3cmuI18pt+Z8sAAIDuqP74/5im+a9bUfp8vvbmYgAAQC/y8e/ZH/9e/qFq9QEMfqMz7pP0D4tMsqTLJWVK6mhayS/pK6Zp/iUw1brPNM1Tkm6TdNBGfIikyZJmS5oiyXoNoXRY0m2maTKRAgBAP/VCgb0/BizJTFFoCH9UByTphglDNTQ63DK37fB5lVyod6ERgF7N2yztsnrpQpLhkWbc43wfoK9IX24vV7jC2R4A+oTNxzer3mv9Z++bUm9SXESc84WAPmBc3DhNT5humSurLVP+6XwXGgEAgK7IzMxs0ic3gf5rWKy5uTnM/UYAAKCzmpubB3zsfz8++N2cmZnZJxb6Mk0C2z7cin2PpG+reyvtyyUtNE3ztwEpFkCmaRZJytDFzd6XrvHvjj9KmmGa5v4AnhMAAPQhPr+pFwpKbWVzMlMcbgP0HaEhHt05M9lW1u7XGIAgdmijVH/eOjdujhRr7/cWoF+YvFAKj7XOFW2Sasud7wOgV8stzrWVyx6f7XAToG9ZnLbYVs7u1xgAAOgxZz76D7/f3/DRf9fV1UX1TB0AANAZdXV1gz76749/L9fHvsf3dgx+o1PMi34kaZqklZK8nfjwKkk/lTTBNM0NTvQLBNM0G0zT/LKkqbo4AF7VxVNVS/qDpOmmaf6baZp1geoIAAD6nm2Hz+lkVaNlbtaoeI0dymuDwMflZKbayr1QUCq/P5DXbwLoc+xuI05f5mwPoK8Ji5SmLbHO+b32tuoDCFonqk+o4EyBZW7YwGG6asRVLjQC+o75Y+YrPMT6jlavHn9VNc01LjQCAABd9N5H/+H3+/81B1JXVzfINHl9GgCA3sw0zUsHvz8+0/luD1TqEga/0SWmaR4yTfNuSaMk/Zukf0jaI6lCF4fBmySd1cU/8P5F0lJJyaZpftM0za4OUl/a4T7TNI02/hkdoPPv+3AAPEnSLZK+IylP0i5JJ3RxsNv34b9PSNotaY2k70q6TVKSaZoPmaa5OxB9AABA37Yy3+a271ls+wYulTYsSjNHxlnmyiob9M4RG5t+AQSn6lNS8WbrXGS8NGmB832AviZjub1c4QqJN7KBfiuvOM9WbvG4xQrxhDhbBuhjogdE65ZRt1jmGn2N2nhsowuNAABAF73z0X/4fL7aj/13aFVVVXTPVAIAAHZUVVVF+3y+0I/+/+Pfy/Wx7/G9Xah1BGifaZonJf3xw3+Ckmma9ZJe+/AfAACATquqb9Gmvactc5FhIVowPcmFRkDfs3RWqrafqLTMrcov0TVpCc4XAtD77HpeMv3WuWlLpVDrTYtAv5M0Uxp2mVS+r+Pc2QNS2XYpJdOdXgB6DZ/fp7WH19rKZqVlOVsG6KOy07K1/sh6y1xecZ5yJuS40AgAAHTBB7q4JDBEkt/v99d6PJ4oSTpz5kxiZGRkY3h4eEuPNgQAAK00NTWFnTlzJvGj//f7/bWSPnpjySspv0eKdQEbvwEAAACHrd1Zpmav9SDa7dNGKCqcazOBtiyYPkIRYdZ/hd2w57SqGnhNHeh3TFMqfNZeNmOZs12AvsowpHSbXx+FzzjbBUCv9O6pd3Wm/oxlbuawmRoZM9KFRkDfc3ni5UqOSrbM7Tq7S0cqj7jQCAAAdFZmZma9pPc/+v+WlpYzkkxJ8nq9oceOHRtdWVkZbXK3LAAAegXTNFVZWRl97Nix0V6v96OBDPPD7+Efef/D7/F9AlMlAAAAgMNWFZTayi2dleJwE6Dvio4I0+3TRujF7WUd5pq8fq3beVLLrxzlUjMAvULJ+9L5Iutc4jRpxAzn+wB91fS7pVe/L/m9Hef2vCjN+5EUFulOLwC9Qm5xrq1c9vhsh5sAfZfH8GjxuMX6/c7fW2bzivP077P+3YVWAACgC34rabYkj2mazS0tLafDwsJGSBeHv8vKylJOnz7tHTRoUN2gQYPqBgwY0BwSEuLzeDxMgwMA4DC/32/4fL6Q5ubmAXV1dYPq6uoG+Xy+T8xKt7S0nDZNs/mjD5H0O/ebdh2D3wAAAICDDpyu1q7SKsvc6CEDdcWYwS40AvqunMxUy8Fv6eLFFgx+A/3MjhX2cunLne0B9HVRQ6UJ86QDL3Wca6qS9r8kTc9xpxeAHlfVVKXXT7xumYsMjdRto25zoRHQdy1OW6w/7PyDTHU897X28Fp9eeaXFeYJc6kZAACwKzMz81BBQcEqSXdLks/nq5SksLCwREnGh8dCq6urY6urq2N7rCgAALiU2dLScvqj790fWpmZmXmopwp1hfV9sgEAAAB02ap8e9u+78pMkWEYDrcB+rbZYwZr5OCBlrmdJZU6dKbGhUYAeoXmuovbh614wqRpDKkCljJsXiBR+IyzPQD0KuuPrFeLv8UyN2/0PA0Ms/4zO9CfJUUl6YoRV1jmzjee19ayrS40AgAAXfSEpF0f/Y/P56tsamo64vf7a3uwEwAAaIff769tamo6csnQ9y5J1rfl6mUY/AYAAAAc0uz1K7fQejuxYUhLMlNcaAT0bR6Pobtsfq2syi9xuA2AXmPfGqnZxvtpk26XBg1xvg/Q16XdKg0aZp07+qZUcdz5PgB6hbziPFu5rLQsR3sAwSI7LdtWLrco1+EmAACgqzIzM+slfVkfG/42TbO5ubm5pLGx8WBLS0uZz+erNE2zyTRNr2Rxuw8AABAopmmaXtM0m3w+X2VLS0tZY2Pjwebm5hLTNJs/ltsl6csffk/vU0J7ugAAAAAQrF4/UK4Ldc2WuevGD9WI2EgXGgF935LMFP3y1UMyLV4izy0s0zfnTVJYCNc7A0Gv8Fl7uYxPO9sDCBYhodKMT0nbfmOd3fmcdONjzncC0KMOXjio/Rf2W+ZGxYxSxrAMFxoBfd/NI29WdFi0alo6vlvVW6Vv6XzDeQ2J5AJGAAB6o8zMzLqCgoKHJT0kaan+dwGn3+fzVft8vuqeawcAANrhl7RS0u/74tC3xMZvAAAAwDF2Nw4vncW2b8Cu5LhIXZuWYJk7V9usLQfKXWgEoEddOCId/6d1LnqENG6O832AYJGx3F6u8FnJ73e2C4Ae15lt34ZhOFsGCBIRoRGaP2a+Zc5revXSkZdcaAQAALoqMzOzPjMz82eSlkvaJsnbw5UAAEDbvLr4vXp5Zmbmz/rq0LfE4DcAAADgiPLqRm05aD10GhsZplsmD3ehERA8cmal2sqtzC91uAmAHrfj7/ZyM+6RPCHOdgGCydCJUsrl1rmqE9Kxt53vA6DHtPhabA2degyPFo1d5EIjIHhkpWXZyuUV58m0uu0VAADocZmZmYcyMzO/ImmOpH+X9IKkEknWt4YFAABOaNbF78WrdPF785zMzMyvZGZmHurZWt0X2tMFAAAAgGD0YmGZ/Dbek8tKT1JEGINoQGfcdtlwxUSEqrqx48UpWw6Wq7ymUcOiI1xqBsBVfp/9we/0Zc52AYJR+jKp9APrXOEKaewNzvcB0CPeKH1DlU2Vlrmrk67W8EFc1Ax0xtSEqUqLS1NxZXGHueLKYu09v1dTE6a61AwAAHTHh9tD3/rwH0lSQUHBAEkxkgb0VC8AAPqRZknVmZmZQXvxFYPfAAAAQICZpqmV+SW2snY3FwP4XxFhIVqcnqxn3j3eYc7nN5VXWKYHrx/nUjMArjryhlRdZp0beZWUkOZ4HSDoTL1T2vgtydvQcW7/WqnxZ1JErDu9ALgqtyjXVi47LdvhJkDwMQxDWWlZ+ln+zyyzuUW5DH4DANCHfTh4dq6newAAgODg6ekCAAAAQLDZfqJSR87WWeYmj4jRlKQYFxoBwSdnVoqt3Mr8Um6JDQSrwhX2chnLne0BBKuIWOmyxdY5b6O0Z7XzfQC47kzdGW09udUyFxseqxtTb3S+EBCEFoxdoFDDek/XhqMb1OhtdKERAAAAAADo7Rj8BgAAAAJsld1t35kpMgzD4TZAcJqWHKtJidGWueLyWu0oqXS+EAB31V+QDqy3zoUNki7LcrwOELQyltnLFT7rbA8APWLdkXXym37L3MKxCzUghDvWA12REJmg61Kus8zVtNTotROvudAIAAAAAAD0dgx+AwAAAAFU3+zVS7tOWebCQgxlZSS70AgIToZhKGdWqq3syvxSh9sAcN2e1ZKvyTo3JVsKj3K+DxCsRl0rxY2yzpXlS+UHnO8DwDWmaSqvOM9WNjst29kyQJCz+zWUW5zrcBMAAAAAANAXMPgNAAAABNCG3adV2+S1zN162XANHsRGNKA7stKTFOqx3pr/0s6Tamj2udAIgGsKV9jL2d1WDKBtHo+UbvPraIfNr0sAfcKOszt0vPq4ZW7y4MmaOHiiC42A4HVtyrUaEjHEMvf+qfd1svakC40AAAAAAEBvxuA3AAAAEECrCkps5XIy7W0qBtC+IVHhumXycMtcTZNXG/dab+IH0Eec3i2d2mGdGzxWGnmV43WAoJd+jyTrC62083nJ1+J4HQDuyC2yt1k4Ky3L2SJAPxDmCdOicYssc6ZMrTm8xoVGAAAAAACgN2PwGwAAAAiQE+fr9e6RC5a54THhum58gguNgOCXMyvFVm5VfqnDTQC4pvBZe7n0ZZJhY1gVQMfiRkpjb7DO1Z2Vil5xvg8Ax9W31GvTsU2WuTBPmBaMXeBCIyD42b2IYk3xGvlNv7NlAAAAAABAr8bgNwAAABAgL9jc9n3nzBSFhvBHcSAQbpgwVEOjwy1z2w6fV8mFehcaAXCUt1na9Q/rnOGRZtzjfB+gv8j4tL2c3QszAPRqrxx/RfVe6z87zxk5R7HhsS40AoLfuLhxmp4w3TJXVlum/NP5LjQCAAAAAAC9FdMmAAAAQAD4/KZeKLC3UTgn096GYgDWQkM8unNmsq2s3a9RAL3YoQ1Sg/XdNTRujhRr7/cGADZMWiDZGe48tFGqLXe+DwBH5RXn2crZ3VAMwJ6s8Vm2crnFuc4WAQAAAAAAvRqD3wAAAEAAbC0+p5NVjZa5WaPiNXZolAuNgP4jJzPVVu6FglL5/abDbQA4yu424YzlzvYA+puwSGnaXdY502dvKz+AXutE9QkVnCmwzA0bOExXjbjKhUZA/zFv9DxFhERY5jYf36ya5hoXGgEAAAAAgN6IwW8AAAAgAFbZ3CS8dJa9AVUA9qUNi9LMkXGWubLKBr1z5LzzhQA4o/qUVLzZOhcZL0283fk+QH9j94KKwhWSyYVWQF9ld9v34nGLFeIJcbYM0M9ED4jWLaNuscw1+Zq08dhGFxoBAAAAAIDeiMFvAAAAoJuq6lu0ae9py1xkWIhunz7ChUZA/2P3ooqV+SUONwHgmF3PS6bfOjdtqRQa7nwfoL9JypCGXWadO3tAKtvufB8AAefz+7Tm8Bpb2ay0LGfLAP2U3a+tvKI8R3sAAAAAAIDei8FvAAAAoJvW7ixTs9d6EG3B9BGKCg91oRHQ/yyYPkIRYdZ/xd2457SqGlpcaAQgoEzz4hZhO+xuJQbQOYbRia3fzzjbBYAj3jn1jsrryy1zM4fN1MiYkS40AvqfyxMvV3JUsmVu17ldOlx52IVGAAAAAACgt2HwGwAAAOimlfmltnJ2NxID6LzoiDDdPs16o36T1691O0+60AhAQJW8L50vts4lTpNGTHe+D9BfTb9b8ti4kHHPaqm53vk+AAIqrzjPVi57fLazRYB+zGN4tDhtsa2s3a9ZAAAAAAAQXBj8BgAAALph/6lq7S6rssyNHjJQl4+Od6ER0H/ZvbhiVX6Jw00ABJzd7cEZn3a2B9DfDUqQJsyzzjVVSwdecr4PgICpaqrS6ydet8wNDB2o20bd5kIjoP9aPG6xDBmWuXWH16nFzx2tAAAAAADobxj8BgAAALphlc1t3zmzUmUY1m/aAei62WMGa+TggZa5naVVOni6xoVGAAKiuU7am2udCxkgTctxvg/Q32Ust5eze8EGgF5h/ZH1tgZI546eq4Fh1n/mBtB1SVFJmj1itmXufON5/bP0ny40AgAAAAAAvQmD3wAAAEAXNXv9yttRZpnzGNKdM5NdaAT0b4ZhKCczxVaWrd9AH7JvjdRca52beLs0cLDzfYD+Lu1WKWq4de7oW1LFcef7AAiIvOI8W7ns8dnOFgEgScpKy7KVs/u1CwAAAAAAggeD3wAAAEAXvX7gjC7UNVvmrhs/VCNiI11oBGBJZorsLNfPLSxTi8/vfCEA3Ve4wl7O7hZiAN0TEipNv9tedsffne0CICAOXDig/Rf2W+ZGx4xW+tB05wsB0M0jb1Z0WLRl7q3St3S+4bwLjQAAAAAAQG/B4DcAAADQRavyS23lcmbZ20AMoPuS4iJ1bVqCZe58XbNeP1DuQiMA3XL+sHR8q3UuOkkaN8f5PgAusnuhxY6/S34utAJ6O7sbgxenLZZh5ypLAN0WERqh+WPmW+a8plcvHXnJhUYAAAAAAKC3YPAbAAAA6IIz1Y3actB6aDRuYJhuvWy4C40AfCRnVqqtnN2LNwD0ILvbgmd8SvKEONsFwP8aOlFKudw6V3VCOvaW830AdFmzr1nrj6y3zHkMj+4Yd4cLjQB8JHt8tq1cblGuTNN0uA0AAAAAAOgtGPwGAAAAuuDF7WXy23hPbfGMJIWHMogGuOm2y4YrJiLUMrflYLnKaxpdaASgS/w+aedz9rJ2tw8DCBy7X3eFzzrbA0C3vFHyhiqbKi1z1yRdo2EDhzneB8D/mjJkitLi0ixzh6sOa8+5PS40AgAAAAAAvQGD3wAAAEAnmaapVQUltrJ2Nw8DCJyIsBAtTk+2zPn8pvIKy1xoBKBLjmyRqm18jY68Whoyzvk+AD5pyp1SaKR1bv9aqaHS8ToAuiavOM9WListy9EeAFozDMP2157dr2UAAAAAAND3MfgNAAAAdNL2ExU6crbOMjd5RIymJse60AjApZbavOhiZX4pt8QGeiu7W4IzljnbA0DbImKkyxZb57yN0t4Xne8DoNPO1J3R1pNbLXNx4XG6MfVG5wsBaGXh2IUKNazvaLXh6AY1ermjFQAAAAAA/QGD3wAAAEAnrcovtZVbOivF4SYA2jM1OUaTEqMtc8XltSosqXS+EIDOqb8gHXjJOhc2SLosy/E6ANqRsdxernCFsz0AdMm6I+vkN/2WuQVjF2hAyAAXGgG41JDIIbo+5XrLXE1LjV478ZoLjQAAAAAAQE9j8BsAAADohPpmr9btPGmZGxDiUVZ6sguNALTFMAzl2Nz6bfdiDgAu2rNa8jVb56ZkS+FRzvcB0LZR10hxo6xzZQVS+X7n+wCwzTRN5RXn2cpmp2U7WwZAh7LH2/sazC3OdbgJAAAAAADoDRj8BgAAADphw+7Tqmv2WeZuuWyY4gexEQ3oSVnpSQr1GJa5dTtPqsHG1zUAFxU+Yy9nd9swAGd4PGz9BvqowvJCHa8+bpmbPHiyJg6e6EIjAO25NvlaDYkYYpl7/9T7Kqstc6ERAAAAAADoSQx+AwAAAJ2wMr/EVs7upmEAzhkSFa5bJg+3zNU2ebVx7ykXGgGw5fRu6dRO69zgcdLIK53vA6BjM+6RZH2hlXb9Q/K1OF4HgD12t31npWU52gOAtVBPqO4Yd4dlzpSptcVrXWgEAAAAAAB6EoPfAAAAgE3Hz9fpvaMXLHPDY8J1/fihLjQCYGXp5Sm2cis/KHW4CQDbCp+1l8tYJhk2hk0BOCsuVRp7o3Wu7qxU9IrjdQBYq2+p18ZjGy1zYZ4wLRi7wIVGAKzYvQhjzeE18pt+Z8sAAAAAAIAexeA3AAAAYNMLBfYGQ5fMTFGIh0E0oDe4fvxQDYsOt8y9c+S8Si7Uu9AIQIe8zRe3AlsxPB9uGQbQK2Qst5crXOFsDwC2vHL8FTV4Gyxzc0bOUWx4rAuNAFgZGzdW04dOt8yV1Zbpg9MfuNAIAAAAAAD0FAa/AQAAABt8flOrbQ5+35Vpb8MwAOeFhnh050x7X5OrbH6NA3DQoQ1Sg/XdNTTuZikmyfk+AOyZtECKsDEcemiTVHPG+T4AOpRblGsrl52W7XATAJ1hd+t3XnGeoz0AAAAAAEDPYvAbAAAAsGFr8TmdrGq0zF0+Ol5jh0a50AiAXTmz7A1+ry4old9vOtwGQIfsbgO2u10YgDvCIqVpOdY502dvqz8AxxyvPq7t5dstc8MHDteVI650oREAu+aNnqeIkAjL3Objm1XTXONCIwAAAAAA0BMY/AYAAABssLsJOCcz1eEmADpr3NAoZY6Kt8yVVTZo2+HzLjQC0KbqU1Lxq9a5yHhp4nzn+wDonPRl9nI7npVMLrQCesqa4jW2cneMu0MhnhCH2wDojOgB0bpl1C2WuSZfkzYe2+hCIwAAAAAA0BMY/AYAAAAsVNY3a9Pe05a5gQNCdPv0ES40AtBZOZn2tn6vzC9xuAmAdu18TjL91rnpd0uh4c73AdA5SRnSsCnWubMHpLIC5/sAaMXn92nNYXuD31lpWc6WAdAl2WnZtnJ5RXnOFgEAAAAAAD2GwW8AAADAwtqdJ9XstR5EWzBthKLCQ11oBKCzFkwfocgw642FG/eeVlV9iwuNAHyCaV7cAmyH3a3CANxlGFKGza/PwhXOdgHQpndOvaPy+nLLXObwTI2MGelCIwCdNStxlpKjki1zu87t0uHKwy40AgAAAAAAbmPwGwAAALCwKr/UVi5nVqrDTQB0VXREmOZPS7TMNXv9WrvrpAuNAHxCyXvS+WLrXOJ0acR05/sA6Jrpd0seGxdC7lktNdc73wfAJ+QW5drKse0b6L08hkeL0xbbyuYV5zlbBgAAAAAA9AgGvwEAAIAO7D9Vrd1lVZa50UMG6vLR8S40AtBVS21enPFCfonDTQC0UviMvVzGcmd7AOieQQnShHnWuaZqaf865/sA+JfKxkptKdlimRsYOlC3jbrNhUYAumrxuMUyZFjm1h5eqxY/d7QCAAAAACDYMPgNAAAAdKAz274Nw/pNNwA9Z/aYwRo5eKBlbmdplQ6ernGhEQBJUlOttDfPOhcyQJqW43gdAN2U8Wl7uR0rnO0B4BPWH11vawB07ui5Ghhm/WdmAD0nKSpJs0fMtsxdaLygf5b+04VG/y3vlQABAABJREFUAAAAAADATQx+AwAAAO1o9vqVt6PMMucxpDtnJrvQCEB3GIahnMwUW9lVbP0G3LNvjdRca52beLs0cLDzfQB0T9otUtRw69zRt6SKY47XAXDRmuI1tnLZ47MdbgIgELLT7H2t5hbnOtwEAAAAAAC4jcFvAAAAoB2vHzijC3XNlrnrxg/ViNhIFxoB6K4lmSmys5w/t7BMLT6/84UASDuetZezu0UYQM8KCZVmfMpedsdzznYBIEk6cOGA9l/Yb5kbHTNa6UPTnS8EoNvmjJyj6LBoy9zbpW/rXMM5FxoBAAAAAAC3MPgNAAAAtGNlfqmt3NJZqQ43ARAoSXGRujYtwTJ3vq5Zrx8od6ER0M+dPywd32qdi06Sxt3kfB8AgZG+3F5ux98lPxdaAU7LK86zlVuctliGnaskAfS4iNAI3T72dsuc1/Rq/ZH1LjQCAAAAAABuYfAbAAAAaMOZ6ka9cdB66DNuYJhuuWyYC40ABIrdizVW5Zc43ASAdvzdXi79HskT4mwXAIEzdIKUcoV1ruqEdOwt5/sA/Vizr1kvHXnJMucxPLpj3B0uNAIQKFlpWbZyuUW5Mk3T2TIAAAAAAMA1DH4DAAAAbXhxe5n8Nt4Ty0pPVngog2hAX3LrZcMVExFqmdty8KzKaxpdaAT0U36ftPM5e9n0Zc52ARB4GTa3fheucLYH0M+9UfKGqpqqLHPXJF2jYQO5qBnoS6YMmaK0uDTL3OGqw9pzbo8LjQAAAAAAgBsY/AYAAAAuYZqmVhXY2/R7V2aKw20ABFpEWIiyMpItcz6/qdztZS40AvqpI1ukahtfYyOvloaMc74PgMCaki2FRlrn9q+TGiodrwP0V7nFubZy2eOzHW4CINAMw7C99TuvOM/RLgAAAAAAwD0MfgMAAACX2H6iQkfO1lnmLhsRo6nJsS40AhBoOZmptnIr80u4JTbgFLtbfu1uDQbQu0TESFOyrHPeRmnPasfrAP3Rmboz2nZym2UuLjxON6bc6HwhAAG3cOxChRrWd7R6+ejLavA2uNAIAAAAAAA4jcFvAAAA4BIrPyi1lVs6i23fQF81NTlGkxKjLXOHz9apsKTS+UJAf1N/QTqw3joXNki6bLHzfQA4I32ZvdyOZ53tAfRT646sk9/0W+YWjl2osJAwFxoBCLQhkUN0Q+oNlrnallq9duI1FxoBAAAAAACnMfgNAAAAfEx9s1cv7TppmRsQ4tHi9GQXGgFwgmEYypllb+v3qvwSh9sA/dDuFyRfs3VuarYUHuV8HwDOGHWNFD/aOldWIJ3Z53gdoD8xTVO5Rbm2sllpWc6WAeAou1/DecV5jvYAAAAAAADuYPAbAAAA+JiXd59WXbPPMnfrZcMVP2iAC40AOCUrPUlhIYZlbt3OU2qw8fsCgE4ofMZeLn25sz0AOMvjYes30EMKywt1ouaEZW7y4MmaOHiiC40AOOXa5GuVEJlgmXvv1Hsqqy1zoREAAAAAAHASg98AAADAx9jd7HvXrBSHmwBw2pCocN0yebhlrrbJqw17TrnQCOgnTu2STu+yzg0eJ4280vk+AJw14x5J1hdaaefzkq/F8TpAf5FbbG/bd/b4bIebAHBaqCdUi8YuspVdW7zW4TYAAAAAAMBpDH4DAAAAHzp+vk7vHb1gmUuMidD144e60AiA03JsXsSxKr/U4SZAP2J3q2/GMsmwMSwKoHeLS5XG3midqz8nHdrkeB2gP6hvqdemY9ZfT2GeMN0+5nYXGgFwWlZalq1cXnGe/Kbf2TIAAAAAAMBRDH4DAADg/8/en8dXeeb5nff30goSIBCbQGIXXsCABPJSLu8rNgaksqHKNpX0JJnuPJ1OJ5lM0pnJZNKZJNNPujPPJOnk6U56SSbG5SqwLYEN3vcqu2wLJMCAMRKrELsAgYTWc80fgjbGEtcl6Vy3zvJ5v156gc756r6/qkXAOb/7d+OKl7f5DXb+aGmxMjMYRANSwX3zJ2vK2Fxn7rMDZ3XkbHsEjYAU19Mp7dzgzpmMK1uCAaSE8nV+Od8LQwDc0FuH3tLlnsvO3MMzH1ZBbkEEjQCENnf8XC2evNiZa25r1pcnvoygEQAAAAAACIXBbwAAAEBSb8x6D36vqZgRuA2AqGRlZuhHS/22fr+8na3fwLDte0O67L67hkofkcZND98HQDRueUoa5TFc+s1b0sWT4fsAKa6mocYr57shGEByqCqt8spVN1QHbgIAAAAAAEJi8BsAAACQ9KuGMzp+ocOZu332BM2ZlB9BIwBRWVPhOfhde1S9MRu4DZDifLf5lj0ftgeAaGWPkhatcedsr7TzF+H7ACns0IVD2n5quzM3NW+q7pp2VwSNAERl+ezlGpU5ypl79/C7uth1MYJGAAAAAAAgBAa/AQAAAEkbao965dj2DaSeeZPHaNmsCc5c84UOfdp4JoJGQIpqbZYa3nXnRhdKNz8Rvg+AaJWv88vVrZcsF1oBQ7WpcZNXbtW8VcrMyAzcBkCUxuSM0aOzHnXmOns79cbBNyJoBAAAAAAAQmDwGwAAAGnvfHuX3t7jvqV8Xk6mViyaFkEjAFFb67n1e2NtU+AmQArb8XPJxty5xWulrNzwfQBEa1qZNGWhO3dmn3RsW/A6QCrqjfVqc8Nmr2xlaWXYMgBGRNX8Kq/cpga/i0QAAAAAAEDiYfAbAAAAaW/zjmZ19bgH0VYsmqb83KwIGgGI2orF0zU6273x8M3dJ3ShvTuCRkCKsbZvi68P363AAJKLMYPY+v1C2C5Aivq0+VOdunzKmVs2dZlmjpsZQSMAUVs2dZmKxxQ7czvP7FTj+cYIGgEAAAAAgHhj8BsAAABpz3eD79rbZwRuAmCkjMnN0pMeG/27emLavLM5gkZAijn6udTiMVhStFgqWhS+D4CRsXitlOFxIeVXr0pd7eH7ACmmpqHGK1dV6rcRGEDyyTAZ3hv9fX9mAAAAAACAxMLgNwAAANLanuZW7Tp2wZmbMylfFbMmRNAIwEhZU1HildtYezRwEyAF+W7vLf9p2B4ARlb+JOnmJ9y5zlZp72vh+wAp5HzHeX1w9ANnLi8rT4/OejSCRgBGyup5q2VknLnNjZvVHeOOVgAAAAAAJBsGvwEAAJDWNm7zG+B8ZlmJjHG/aQYged05p1CzJuY5czubLujrE60RNAJSROclaXeNO5eZIy16JngdACOsbJ1frn592B5AitlycIvXAOfyOcuVl+3+Oy+A5DVtzDTdNe0uZ66lo0WfNH0SQSMAAAAAABBPDH4DAAAgbXX1xFRTd8yZyzDS00v9NgEDSF7GGK1Z5rv1uylwGyCF7NkkdV1y525ZIeUVhu8DYGSVPiKNmerOHfxYOncoeB0gVdQ01HjlqkqrwhYBkBAqSyu9cr4/OwAAAAAAQOJg8BsAAABp6729J3Wu3b0R7b6bJquoYFQEjQCMtB8tLZHPcv+aumPq6omFLwSkgjrPrb2+W4ABJLfMLGnJT/yy9T8L2wVIEXvP7tXXLV87c7PHzdaSyUsiaARgpD008yGNzRnrzH3c9LHOXD4TQSMAAAAAABAvDH4DAAAgbW3c5rexd82yGYGbAEgU08eP1r3zJztzZ9u69P7XpyJoBCS5s43SkU/dubHTpXkPhu8DIDH4XuhR/zMpxoVWgIvvxt7K0koZn6scASS9UVmj9OScJ525XturLQe2RNAIAAAAAADEC4PfAAAASEsnWzv04T730Ob4vGw9smBKBI0AJIo1y0q8ci9vOxq4CZAC6l/0y5U9J2Vkhu0CIHFMvkmacac7d+GodPCj8H2AJNbV26UtB91DmxkmQyvnrYygEYBEUVVa5ZWr3l8ta23gNgAAAAAAIF4Y/AYAAEBaenX7McU83tOqLCtWbhaDaEA6eXTBVBWMznbmPth3WqdaOyJoBCSpWK9U/5Jftuy5sF0AJJ6y5/1yvheQAGnqg6Mf6ELnBWfunuJ7NCWPi5qBdLJg4gKVji915hovNOqrM19F0AgAAAAAAMQDg98AAABIO9Zabaz129S7psJv8y+A1DEqO1Ory6Y7c70xq1frjkXQCEhSjR9IF5vduVk/lCbOC98HQGJZWCVl57lze1+TLp8PXgdIVtUN1V65ytLKsEUAJBxjjP/Wb8+fJQAAAAAAYOQx+A0AAIC0s/3IOR040+bMLZw+TgunF0TQCECiWVsxwyu3sfYot8QGBlK/3i/nu/UXQGoZNU5asNqd6+mQvnolfB8gCZ1oO6HPmj9z5ibkTtADJQ+ELwQg4Tw17yllmSxn7o2Db+hyz+UIGgEAAAAAgOFi8BsAAABpZ8OXTV65NcvY9g2kq4XTx+mWorHOXOPpNm0/cj58ISDZtLdIX29x53LG+A1+AkhN5ev8cnWeF5IAaea1xtcUszFnbsXcFcrOzI6gEYBEUziqUPfPuN+Zu9R9Se8deS+CRgAAAAAAYLgY/AYAAEBaae/q0es7m525nMwMrS4rjqARgERkjPHe+v3ytqOB2wBJaNfLUm+XO7ewUsodE7wOgAQ164fShNnuXPN26eSe4HWAZGKtVU1DjVe2srQyaBcAia2qtMorV7O/JmwRAAAAAAAQFwx+AwAAIK1s3XVCbV29ztyjC6ZqQn5OBI0AJKrK8mJlZxpn7rUdx9Xe1RNBIyCJ1L3glyv/adgeABKbMVKZ59bv+hfDdgGSzPZT23Xk4hFnbsHEBbq58OYIGgFIVD8s/qEmjZ7kzH1+4nMdu3QsgkYAAAAAAGA4GPwGAABAWtlQ67eZd01FSeAmABJdYX6OHrl1qjN3qbNHb351IoJGQJI4vlM6sdOdm1gqzbgzfB8Aia3sWUnuC6204+dSb3fwOkCyYNs3AF9ZGVlaOW+lV3ZTw6bAbQAAAAAAwHAx+A0AAIC0cehMm7442OLMFY0bpXvnT46gEYBEt7ZihlfO96ISIC34buUte75v2y+A9FZQIs170J1rPyN981b4PkASaO9u11uH3P9/yMnI0ZNznoygEYBE53sRyKaGTYrZWNgyAAAAAABgWBj8BgAAQNp4eVuTV+7pZcXKzGAQDYB07/xJmjI215n79YEWHTnbHkEjIMH1dEo7f+HOmQxpybPh+wBIDmXP++Xq1oftASSJtw69pcs9l525h2Y+pILcgggaAUh0cwvmasnkJc5cc1uzvjjxRQSNAAAAAADAUDH4DQAAgLTQG7N6Zbvf4Pczy/w2/AJIfVmZGXp6WYlX9uVtbP0GtO8N6fI5d670EWnctPB9ACSHW56SRnkMp+5/W7p4MnwfIMHVNNR45apKq8IWAZBUfLd++/6MAQAAAAAAI4PBbwAAAKSFXzac0fELHc7cHbMLNWdSfgSNACSLNd6D303qjdnAbYAE57uNt3xd2B4Akkv2KGnRWnfO9ko7fx6+D5DADl04pO2ntjtzU/Om6s5pd0bQCECyWD57uUZljnLm3j38rlq7WiNoBAAAAAAAhoLBbwAAAKSFjbV+m3ifqfAb8ASQPuZOHqOKWROcueYLHfq08UwEjYAE1dosNb7nzo0ulG56InwfAMml/Hm/XN2LkuVCK6SvTY2bvHKrS1crMyMzcBsAyWRMzhg9OutRZ66zt1NvHnwzgkYAAAAAAGAoGPwGAABAyjvf3qW3d7tvCZ+Xk6kVi6ZF0AhAslnjeVHIhtqmwE2ABLbjJcnG3LnFP5aycsL3AZBcppVJU29z587sk5pqg9cBElFvrFebGzZ7ZSvnVYYtAyApVc2v8srVNNSELQIAAAAAAIaMwW8AAACkvM07mtXV6x5Ee2rxNOXnZkXQCECyWbF4ukZnuzcmvrX7hC60d0fQCEgw1vZt4fXhu9UXQHoxRirz/PlQvz5sFyBBfdr8qU5dPuXMVUyt0IxxMyJoBCDZLJu6TCVj3Bc27zqzSw3nGiJoBAAAAAAABovBbwAAAKS8DbVHvXJrKnhjHED/xuRm6UmPOwJ09cS0ecexCBoBCebIr6WWRndu2hKpaFH4PgCS0+K1Uka2O7frFamrPXwfIMFUN1R75SpLK8MWAZC0MkyGVpeu9sqy9RsAAAAAgMTE4DcAAABS2p7mVn11rNWZmzMpXxWzJkTQCECyWlvh3oomSRu3NQVuAiQg3+27ZevC9gCQ3PInSTcvd+e6Lkp7XwvfB0gg5zrO6YOjHzhzeVl5enTWoxE0ApCsVs9bLSPjzL124DV1x7ijFQAAAAAAiYbBbwAAAKS0jdv8tn0/s6xExrjf9AKQvu6YU6jZE/OcuZ1NF/T1CfcFJ0DK6LwkfeWxgTQzR1r0TPg+AJJb+U/9cnUvhO0BJJitB7eqJ9bjzD0x5wnlZbv/zgogfU0bM013TbvLmWvpaNEnTZ9E0AgAAAAAAAwGg98AAABIWV09MdXUHXPmMoz09FK/Tb4A0pcxRs8s8/tZseFLtn4jjezZJHW3uXO3rJDyCsP3AZDc5j0sjSly5w59Ip07FLwOkChqGmq8cpWllUF7AEgNVfOrvHLVDR4XeAIAAAAAgEgx+A0AAICU9d7ekzrX7r4l7X03TVZRwagIGgFIdk8vK5HPzQFq6o+pqycWvhCQCOrW++XK14XtASA1ZGZJS37il63/WdguQILYe3avvm752pmbPW62lkxeEkEjAMnuoZkPaWzOWGfuk6ZPdObymQgaAQAAAAAAXwx+AwAAIGVtqD3qlVtbMSNwEwCpYlrBaN07f7Iz19LWpfe/PhVBI2CEnW2Ujnzqzo0rluY+GL4PgNTge6FI/c+kGBdaIfUNZtu38blKEUDay83M1ZNznnTmem2vXm98PYJGAAAAAADAF4PfAAAASEknWzv00Tennbnxedl6+NYpETQCkCrWVpR45TZ6XnwCJLX6F/1yS56VMjLDdgGQOibNl2bc6c5dOCod/Ch8H2AEdfZ26vUD7qHLDJOhlfNWRtAIQKqoKq3yytU01MhaG7gNAAAAAADwxeA3AAAAUtIr25sU83hPqrKsWLlZDKIB8PfIrVNVMDrbmftg3ymdau2IoBEwQmK9Uv1Lftmy58J2AZB6fLd+160P2wMYYR8c/UCtXa3O3D3F92hKHhc1A/C3YOICzZ8w35lrvNCoXWd2RdAIAAAAAAD4YPAbAAAAKcdaq5drm7yyaytmBG4DINWMys5UZdl0Zy5mpVfrjkXQCBghjR9IF5vduVk/lCbOC98HQGpZWCVl57lze1+TLp8L3wcYITUNNV453829AHCVMWZQW78BAAAAAEBiYPAbAAAAKWfb4XM6cKbNmVs4fZwWTB8XQSMAqWaN50UjG2qPcktspK66F/xyvlt7AeBauWOlBZXuXG+n9NUrwesAI+FE2wl9euxTZ25C7gTdX3J/BI0ApJoVc1coy2Q5c28cfEOXey5H0AgAAAAAALgw+A0AAICUs6H2qFeObd8Ahmrh9HG6dZr7wpEDp9u0/cj58IWAqLW3SPu2unM5Y6QFq8P3AZCayp/3y9W9GLYHMEJea3xNVu6LCFfMXaHszOwIGgFINYWjCvXAjAecuUvdl/Tu4XfDFwIAAAAAAE4MfgMAACCltHX2aMvO485cTmaGVpdNj6ARgFRkjNGaZSVe2Y2eF6MASWXXRqm3y51bWCXl5IfvAyA1zfqhNGGOO9e8XTq5J3wfIELWWtU01HhlK0srg3YBkNp8f4ZsatgUtggAAAAAAPDC4DcAAABSytZdx9XW1evMPbpwqsbn5UTQCECqqiwvVnamceZe33lc7V09ETQCIlS33i9Xvi5sDwCpzRipzHPrdz1bv5Fatp/ariMXjzhzCyYu0M2FN0fQCECq+mHxDzVp9CRn7vMTn6vpYlMEjQAAAAAAwI0w+A0AAICUsnGb3xtQvpt6AWAghfk5enTBVGfuUmeP3th1IoJGQESO75RO7HTnJpZKM+4M3wdAait7VpL7Qivt+LnU2x28DhCV6v3VXrmq0qrATQCkuqyMLK2ct9Iru7lxc+A2AAAAAADAhcFvAAAApIxDZ9r0xcEWZ65o3CjdO39yBI0ApLo1y2Z45TZuOxq4CRAh3626Zc/3besFgOEoKJHmPejOtZ+RvnkrfB8gAm3dbXr78NvOXE5Gjp6Y80QEjQCkusrSSq/cpoZNitlY2DIAAAAAAOCGGPwGAABAynjZc9v308uKlZnBIBqA4bt3/iRNHZfrzP36QIuOnG2PoBEQWE+ntPMX7pzJkJY8G74PgPRQvs4vV7c+bA8gIm8feluXey47cw/PfFgFuQURNAKQ6uYWzNWSyUucuea2Zn1x4osIGgEAAAAAgIEw+A0AAICU0Buz3oPfvht6AcAlKzNDP1pa4pV9ma3fSAX73pAun3PnSh+Vxk0L3wdAerh5hTRqvDu3/23p4sngdYDQahpqvHK+G3oBwEdVaZVXrnp/deAmAAAAAADgRhj8BgAAQEr4ZcMZnWjtcObumF2o2ZPyI2gEIF2sWeY7+N2k3pgN3AYIzHebbvnzYXsASC/Zo6RFa9w52yvt/Hn4PkBAhy4c0vZT2525ovwi3TntzggaAUgXj89+XKMyRzlz7x15T61drRE0AgAAAAAA/WHwGwAAAClhQ63fJt01FX4DmgDga+7kMaqYNcGZa77QoV81nImgERBIa7PU+J47lzdRuumJ8H0ApJfydX65uvWS5UIrJC/fbd+r5q1SZkZm2DIA0sqYnDF6bPZjzlxnb6fePPhmBI0AAAAAAEB/GPwGAABA0jvf3qV3drtv6Z6fk6knF02LoBGAdLO2YoZXbuO2psBNgIB2vCTZmDu3aK2UlRO+D4D0Mm2JNPU2d+7MN1JTbfg+QAA9sR691viaV7ZyXmXYMgDSUmVppVfO9yIVAAAAAAAQfwx+AwAAIOltqm9WV697EG3F4mnKz82KoBGAdPPk4mkane3euPjW7hO60N4dQSMgzqzt26Lro/z5sF0ApCdjBrH1+4WwXYBAPm3+VKcun3LmKqZWaMY4vwsPAWAwKqZWqGSM+255u87s0v5z+yNoBAAAAAAArsfgNwAAAJLehtqjXjnfjbwAMFhjcrO0YrH7jgJdPTFt3nEsgkZAnB35tdRywJ2btkQqWhS+D4D0tGitlJHtzn31qtTVHr4PEGe+G3Sr5leFLQIgbRlj2PoNAAAAAECCY/AbAAAASW138wXtbm515uZOyteyWRMiaAQgXfleXLKhtilwEyAA723fPw3bA0B6y58o3fyEO9d1Udq7OXwfII7OdZzTB0c/cObys/P1yMxHImgEIF2tLl0tI+PMvX7gdXXHuKMVAAAAAABRY/AbAAAASW2j5wDlMxUlMsb9phUADNXtsydo9sQ8Z27XsQvae9x9wQqQMDovSbur3bnMHOm2p8P3AZDeytf55XwvWAESxNaDW9UT63Hmls9errxs9985AWCoivKL9IPpP3DmWjpa9HHTxxE0AgAAAAAA12LwGwAAAEmrs6dXm+qPOXMZRnp6aUkEjQCkM2OM1nhu/fa9aAVICHtqpO42d+6Wp6S8wuB1AKS5eQ9LY4rcuUOfSC0Hw/cB4qR6v8dFVpIqSyvDFgEA+f+sqWmoCdoDAAAAAAB8H4PfAAAASFrv7T2lc+3uW8ref9NkTR03KoJGANLdj5YWK8Pj5gI19cfU1RMLXwiIh7oX/XK+W3gBYDgys6SyZ/2yO14K2wWIk71n92rfuX3O3Oxxs7Vk8pIIGgFIdw/NfEhjc8Y6c580faIzl89E0AgAAAAAAFzF4DcAAACS1sbao1453w28ADBc0wpG6975k525lrYuvf/1yQgaAcN0tlE68qk7N65YmvtA8DoAIEkq87zQpP5nUowLrZD4qhv8tn1Xza+SMR5XGQLAMOVm5urJOU86c722V683vh5BIwAAAAAAcBWD3wAAAEhKJy506KNvTjtzE/Ky9fCtUyJoBAB91lSUeOU21DYFbgLEQb3ntu+y56SMzLBdAOCqSaXSjLvcuQtHpYMfhe8DDENnb6e2HNjizGWaTK2cuzKCRgDQp2p+lVeuuqFa1trAbQAAAAAAwFUMfgMAACApvVrXpJjHe0qV5cXKzWIQDUB0Hl0wVePzsp25D/ed0snWjggaAUMU6+3bluuj7LmwXQDgeuXP++Xq1oftAQzTB0c/UGtXqzN3T/E9mpznvrMMAMTLgsIFumnCTc7cgQsHtPPMzggaAQAAAAAAicFvAAAAJCFrrTZ6bspds2xG4DYA8F25WZlavWS6Mxez0qvbj0XQCBiixveli8fduVn3SIVzw/cBgGstrJKy89y5va9Jl8+F7wMMUc3+Gq9cZWll0B4AcD1jjPfPnpqGmqBdAAAAAADAtxj8BgAAQNLZdvicDp5pc+ZuKx6nBdPHRdAIAL5rTYXfRScbtx3llthIXL5bcn237gJAPOWOlRZUunO9ndJXrwSvAwzFibYT+rT5U2duQu4E3V9yfwSNAOC7VsxdoayMLGfuzYNv6nLP5QgaAQAAAAAABr8BAACQdDbUHvXKse0bwEi5rbhAt05zX3hy4HSbth9hCykSUHuLtG+rO5czRlqwOnwfAOhP+Tq/nO+FLEDENjdulpX7IsAVc1coOzM7gkYA8F2Fowr1QMkDztyl7kt69/C74QsBAAAAAAAGvwEAAJBc2jp79PrO485cTmaGVpdNj6ARAPRvbUWJV25jbVPgJsAQ7Noo9Xa5cwurpJz88H0AoD+z7pYmzHHnmuukk7vD9wEGwVqrmoYar2zV/KqwZQDgBnx/Bvn+TAMAAAAAAMPD4DcAAACSytZdx9Xe1evMPbpwqsbn5UTQCAD6V1lWrJxM9z+7X9vRrPaunggaAYNQ94JfrvynYXsAwI0YI5U/75etezFsF2CQtp3cpqMX3XezWjhxoW6acFMEjQCgf3dPv1uTR0925r448YWaLnJhMwAAAAAAoTH4DQAAgKTiuxl3bcWMwE0A4MYm5OfokQVTnLm2rl69setEBI0AT8d3SCd2uXMT50sz7gjfBwBuZMmzkow7t/MXUo/HnQyAiPhuxq0srQzaAwBcsjKytHLeSq/spsZNgdsAAAAAAAAGvwEAAJA0Dp5p0xeHWpy5aQWjdE/ppAgaAcCNrfG8CGVDrXvbIxAZ36245c/3bdsFgJFUUCLNe8idaz8j7X8rfB/AQ1t3m94+/LYzl5ORoyfmPBFBIwC4Md+LUDY1bFLMxsKWAQAAAAAgzTH4DQAAgKTx8ja/wcinl5YoM4NBNAAj7775kzV1XK4z9/nBFh0+2xZBI8Chp1PatcGdM5lXtuwCQAIoX+eX872wBQjs7UNv63LPZWfu4ZkPqyC3IIJGAHBjcwrmqGxymTN3vO24Pj/+efhCAAAAAACkMQa/AQAAkBR6Y1avbDvmlX1mWUngNgDgJzPD6Omlfj+TXt7WFLgN4GHfVunyOXeu9BFpbFH4PgDg4+YnpVHj3bn9b0sXTwSvA7hUN1R75SrnV4YtAgCD4Lv1u6ahJmgPAAAAAADSHYPfAAAASAqf7D+tE60dztwdcwo1e1J+BI0AwI/vxSgvb2tSb8wGbgM41K33y/lu1wWAKGSPkhavdedsr7Tj5+H7ADdw8MJB1Z2qc+aK8ot0Z9GdETQCAD+Pz35co7NGO3PvHXlPrV2tETQCAAAAACA9MfgNAACApLDRcxPu2ooZgZsAwODMnTxGt8+e4Mwdv9ChXzWciaARMIALx6TG9925vInSTcvD9wGAwSh73i9X/6JkudAKI2dTwyav3Op5q5WZkRm4DQD4G5MzRo/OetSZ6+zt1JsH34ygEQAAAAAA6YnBbwAAACS8c21demf3SWcuPydTTy4qiqARAAzOmmV+F6VsqD0auAlwAztekmzMnVv8YykrJ3wfABiMaUukqYvcuTPfSE1fhu8D9KMn1qPNjZu9sqtLVwduAwCDV1la6ZWr3l8dtggAAAAAAGmMwW8AAAAkvE31x9TV6x5Ee2rxdOXlZEXQCAAG58nF05SX497Y+Paekzrf3hVBI+A61vZtwfXhu1UXAKJkjFTu+fOpbn3YLsAAPm3+VKcvn3bmbi+6XTPGcjcrAImnYmqF18+nr85+pf3n9kfQCAAAAACA9MPgNwAAABLexm1NXrk1FSWBmwDA0IzJzdKKRdOcua6emDbvaI6gEXCdI59JLQfcuWllUtFtwesAwJAsWitlZLtzX70qdbWF7wNcp6ahxitXVVoVtggADJExRqvn+d2RwPdnHgAAAAAAGBwGvwEAAJDQdjdf0O7mVmdu7qR8LZs1IYJGADA0ayr8tjZurPW72AWIqzrPbd/l68L2AIDhyJ8o3fyEO9d1Udr7Wvg+wDXOdZzTB0c/cObys/P1yKxHImgEAEOzunS1jIwz9/qB19Ud646gEQAAAAAA6YXBbwAAACQ03wHIZypKZIz7TScAGCm3z56g2RPznLldxy5o73H3BS9A3HReknZXu3OZudJtT4fvAwDDUf5Tv1zd+rA9gOtsObBFPbEeZ2757OUanTU6gkYAMDRF+UX6wfQfOHMtHS36uOnjCBoBAAAAAJBeGPwGAABAwurs6VVN/TFnLsNITy8tiaARAAydMYat30hMe2qk7jZ37tanpLzC4HUAYFjmPSSNnebOHfpEajkYvg8gyVqr6gaPi6wkVZZWhi0DAHFQVVrllavZXxO2CAAAAAAAaYjBbwAAACSs9/ae0vl29y1h779psqaOGxVBIwAYnh8tLVaGx80Jquua1NUTC18IkPy33pY9H7YHAMRDZpa05Cd+2fqfhe0CXLG3Za++OfeNMzenYI6WTF4SQSMAGJ4HZz6osTljnblPjn2iM5fPRNAIAAAAAID0weA3AAAAEtaG2qNeubWeG3QBYKRNKxite+dPdubOtXfrvb0nI2iEtHemQTrymTs3rkSa+0DwOgAQF2Xr/HL1P5NivWG7AJKq9/tv+zbG4ypBABhhuZm5WjFnhTPXa3v1WuNrETQCAAAAACB9MPgNAACAhHTiQoc+/ua0MzchL1sP3zo1gkYAEB++F6ts3NYUuAkgqf5Fv1zZs1JGZtguABAvk0qlGXe5c61N0sGPwvdBWuvs7dTWg1uduUyTqZVzV0bQCADio3J+pVeupqFG1tqwZQAAAAAASCMMfgMAACAhvbK9STGP94Qqy4uVk8VfawEkj0cWTNH4vGxn7sN9p3SytSOCRkhbsV5px0t+2bLnwnYBgHgr99z6Xbc+bA+kvQ+OfKDWrlZn7p7iezQ5z31nGABIFAsKF+imCTc5cwcuHNDOMzsjaAQAAAAAQHpgQgYAAAAJx1qrlz033a5Z5rc5FwASRW5WpirLip25mJVe3X4sgkZIW43vSxePu3Oz7pEK54bvAwDxtLBSys5z5/a+Ll0+F7wO0ldNQ41Xrqq0KmwRAIgzY4wqSyu9sr4/CwEAAAAAgBuD3wAAAEg4tYfP6eCZNmfutuJxWjB9XASNACC+nllW4pXbWHuUW2IjnLoX/HK+W3MBIJHkjpUWegzS9nZKu14O3wdp6UTbCX3a/KkzNyF3gu4ruS+CRgAQXyvmrlBWRpYz98bBN3S553IEjQAAAAAASH0MfgMAACDhbPjyqFdubQXbvgEkp9uKC7RgmvvClQNn2rT9CFtIEUDbWenrre5czlhpwarwfQAghLLn/XL1L4btgbS1uXGzrNwX8T017yllZ2ZH0AgA4qtwVKEenPGgM9fW3aZ3D78bQSMAAAAAAFIfg98AAABIKG2dPdqy67gzl5OZoVVLpkfQCADCWFvht/V7w5dNgZsgLe3aKMW63bnbqqSc/PB9ACCEWXdLhXPdueY66eTu8H2QVqy1qmmo8cpWlXpspweABFVZWumV8/2ZCAAAAAAAbozBbwAAACSULbuOq72r15l7bOFUjc/LiaARAISxuqxYOZnuf5a/vrNZ7V09ETRCWqlf75crWxe2BwCEZIxU9pxfto6t34ivbSe36ehF992sFk5cqPkT5kfQCADCuHv63Zo8erIz98WJL7x+LgIAAAAAgBtj8BsAAAAJ5eVav822aypmBG4CAGFNyM/RowumOnNtXb3auutEBI2QNo7vkE7scucmzpdm3BG+DwCEtOQ5Scad2/lzqacreB2kj+qGaq8c274BJLusjCytnLfSK7u5cXPgNgAAAAAApD4GvwEAAJAwDp5p0xeHWpy5aQWjdE/ppAgaAUBYz1SUeOU21rIVDXHku9W2fF3ftlwASGYFxVLpw+5c+1lp/1vh+yAttHW36Z3D7zhzORk5Wj5neQSNACCsytJKr9ymhk2K2VjYMgAAAAAApDgGvwEAAJAwXt7mN9j49NISZWYwiAYg+d03f7KKxo1y5j4/2KJDZ9oiaISU190h7fyFO2cypSU/Cd8HAKJQ9rxfrm592B5IG28dekuXey47cw/PfFgFuQURNAKAsOYUzFHZ5DJn7njbcX1+/PPwhQAAAAAASGEMfgMAACAh9MasXtl2zCv7zDK/DbkAkOgyM4x+tLTYK/vytqbAbZAW9m2VOs67c/MflcYWBa8DAJG4ZYU0eoI7t/9t6eKJ8H2Q8qr3V3vlKudXhi0CABGqml/llatu8PsZCQAAAAAA+sfgNwAAABLCJ/tP60RrhzN3x5xCzZ6UH0EjAIjGmooZXrlXtjepN2YDt0HKq3/RL+e7HRcAkkFWrrRojTtnY9KOn4fvg5R28MJB1Z+ud+am5U/TnUV3hi8EABF5fPbjGp012pl77/B7utB5IYJGAAAAAACkJga/AQAAkBA21vptsl3rOSAJAMlizqR83T7bvYX0+IUO/bLhTASNkLIuHJMa3nPn8iZKNy0P3wcAolS+zi9Xt16yXGiFoatpqPHKrZq3SpkZmWHLAECE8rPz9eisR525rliX3jz4ZgSNAAAAAABITQx+AwAAYMSda+vSO3tOOnP5OZl6clFRBI0AIFq+W7831h4N3AQpbcdLkjyGGRf/WMrKCV4HACI1bYk0dZE7d3a/1PRl+D5IST2xHr3W+JpXdnXp6sBtACB6laWVXrnqhuqwRQAAAAAASGEMfgMAAGDEbao/pq7emDP31OLpysvJiqARAERrxaJpystxb3x8e/dJnW/viqARUo61Uv2LflnfrbgAkGy8t36/ELYHUtanzZ/q9OXTztwdRXdoxljuZgUg9VRMrfD6+bb77G59c+6bCBoBAAAAAJB6GPwGAADAiNtQ2+SVW3t7SeAmADAy8nOztGLRNGeuqzemzTuaI2iElHPkM6nlgDs3rUyaujB4HQAYEYvWSBnZ7txX1VJXW/g+SDk1DTVeOd+NuACQbIwx3j/jfH9mAgAAAACA72LwGwAAACPqq2MXtOd4qzM3d3K+ls6cEEEjABgZa2/32/q4ofZo4CZISXXr/XJs+waQyvInSrc86c51XZT2bA7fBynlXMc5fXD0A2cuPztfj8x6JIJGADAyVs1bJSPjzG05sEXdvd0RNAIAAAAAILUw+A0AAIAR9fI2v23fa5bNkDHuN40AIFlVzJqgOZPynbmvjrVqT7P7ghngr3RelHbXuHOZudKiZ4LXAYARVf5Tv1z9i2F7IOVsObBFPbEeZ2757OUanTU6gkYAMDKK8ot09/S7nbmWjhZ93PRxBI0AAAAAAEgtDH4PkzEm2xgz1RiTO9JdAAAAkk1nT69q6o85cxlG+tHS4ggaAcDIMcbomWUlXtmN29j6jUHYXSN1t7lztz4ljebuGgBS3LyHpLHT3LlDn0gtB8L3QUqw1qq6odorWzW/KnAbABh5laWVXrmahpqgPQAAAAAASEUMfg+BMeYBY8z/Y4xpktQhqVlSuzHmjDHmFWPMjwzrKAEAAJze3XNK59vdt3R94OYpmjpuVASNAGBkPb20RBke/5qsqTumrp5Y+EJIDb5ba8vXhe0BAIkgI1Na8qxftv6lsF2QMva27NU3575x5uYUzNHiSYsjaAQAI+vBmQ9qXM44Z+6TY5/ozOUzETQCAAAAACB1pMXgtzFmjDHmyX4+BjU9ZIwZZ4zZLOk9SeskTZdkrvkolFQpaaOkT40xN8f1GwEAAEgxvhtr13huwAWAZFdUMEr33TTZmTvX3q339p6MoBGS3pkG6chn7ty4EmnO/eH7AEAiKHveL1f/MynWG7YLUkL1fs9t36VVYmcMgHSQm5mrJ+c86cz12l691vhaBI0AAAAAAEgdaTH4Lel5Sa9d9/F/WWs7fA9gjBkn6VeSVujbQW/bz8fV5+6U9IUxZln8vg0AAIDUceJChz7+5rQzV5ifo4dvnRpBIwBIDGuWzfDKbdzWFLgJUkL9er9c2bN9W3ABIB1MKpVm/sCda22SDnwYvA6SW2dvp7Ye3OrMZZpMrZy3MoJGAJAYquZXeeWqG6plrQ3cBgAAAACA1JEug99r9d3N3JL0HwZ5jL+QtPDK768Oeffn2iHwsZLeMMbMHeS5AAAAUt4r25sU83hPZ3XZdOVkpctfWwFAemTBFI3Py3bmPtx3Sidbva9nRjrq7ZF2/Nwv67v9FgBShffW7xfD9kDS++DIB2rtanXm7i2+V5NGT4qgEQAkhlsLb9VNE25y5g5eOKidZ3ZG0AgAAAAAgNSQ8hM0xph8Sffpu8PaXZJeGMQxHpP09DVff/29GE0/j101SdJ/8j0XAABAOrDWamPtUa+s7+ZbAEgVuVmZqiwrduZitu8iGmBAje9LF4+7c7PvlQrnhO8DAIlkYaWUne/O7X1dunwueB0kr+qGaq9cZWll2CIAkGCMMaoq9dz6vd/vZykAAAAAAEiDwW9Jt0u6eq9io77h7Y+stZcGcYx/cc3vrx7j6u8PSHpFUrWkI/p2APza3GPGmBWDrw4AAJCavjx0TofOtjtztxWP04Lp4yJoBACJZU1FiVfu5dombomNgdWv98ux7RtAOsod2zf87dLbKe16OXgdJKcTbSf0WfNnzlzhqELdV3JfBI0AILGsmLtCWRlZztybh95Ue7f7tUIAAAAAAJAeg9939vPYFt8vNsYsuXKMq++kW/UNdV+S9LS1dr61do219mlr7RxJvyGp45r8Vb8z2OIAAACpynfb99oKtn0DSE8LpxdooceFLwfOtGnbYbaQoh9tZ6Wvt7pzOWOlBavC9wGARFS+zi9X53khDdLOpoZNst97K+D7npr7lLIzsyNoBACJZcKoCXpwxoPOXFt3m9478l4EjQAAAAAASH7pMPh9cz+P1Q7i669/9f/qJu/fsNZ+775j1tr/Lulv6tvN31cHxR82xkwZxHkBAABSUltnj7bsOu7M5WRmaNWS6RE0AoDEtGaZ39bvjbVNgZsgKe3aKMW63bnbqqSc/PB9ACARzfyBVDjXnTteL534KngdJJeYjammocYrW1laGbQLACQy35+B1Q3fe9sVAAAAAAD0Ix0Gv2f189hgXqWv0rfbu68OfX/e39D3Vdban0v6WN8Of0tSpqTlgzgvAABAStqy67jau3qduccWTtX4vJwIGgFAYlpdVqycTPc/21/f2az2rp4IGiGp+G6nLf9p2B4AkMiMkcqe98vWvxi2C5LOtpPb1HTJfQHebRNv0/wJ8yNoBACJ6e7pd2vy6MnO3JcnvtTRi353CQQAAAAAIJ2lw+D3TOk791o8Za296POFxpgZkvpb+fKfPb78z/p5rNznvAAAAKlsY63fGzhrK2YEbgIAiW1Cfo4eXTDVmWvr6tXWXSciaISkcXyHdHKXOzdxvlRye/g+AJDIljwrGY+XyXf+QurpCt8HSYNt3wDgJysjS6vmrfLKbmrYFLgNAAAAAADJLx0Gv8dd9/mFQXztQ/081ivJ51WHd/p5rGwQ5wYAAEg5B05f0peHzjlz0wpG6YelkyJoBACJbU1FiVdug+dFNUgT3tu+1/VtuwWAdFZQLM3r72Xg67Sflb55M3wfJIW27ja9c7i/twC+KzczV0/MfSKCRgCQ2HwvgtnUuEm9MfedAgEAAAAASGfpMPidd+XXq+9kDmbw+55rfm/Utzn8M2vtedcXWmtPSWq5+umVr/d7xx4AACBFvbzNfRtsSXpmWYkyMxhEA4B7509W0bhRztwXB1t06ExbBI2Q8Lo7pJ0b3DmTKS35Sfg+AJAMytf55XwvrEHKe+vQW7rcc9mZe2jmQxqXc/1uGgBIP7MLZqt8ivvGyCfaTujzE59H0AgAAAAAgOSVDoPf179DbgfxtXf1k/9oEF/ffN3nvMILAADSVm/M6pXt/oPfAAApM8Po6WXFXlnfi2uQ4vZtlTrOu3PzH5XGFgWvAwBJ4eYnpdET3LmGd6TW4+H7IOFV76/2ylWVVgVuAgDJw3frd01DTdAeAAAAAAAku3QY/L66duPqAHfeQMFrGWMmSFrQz1OfDOLcbfp207jE4DcAAEhjH+8/rZOtnc7cnXMKNWtifgSNACA5PLNshlfule1N6o0N5lpnpCTfbbS+220BIB1k5UqL1rpzNibt/Hn4PkhoBy8cVP3pemduWv403TntzvCFACBJPD77cY3OGu3MvXf4PV3oHMwNnAEAAAAASC/pMPjdet3n0zy/7j59d2hbknolfTqIc+dc9/n1xwMAAEgbG2uPeuXWVPgNOAJAupgzKV93zC505o5f6NAvG85E0AgJ60KT1Pi+O5c3UZr/ePg+AJBMyp/3y9W9KFkutEpnvptoV5euVoZJh7dgAMBPfna+Hp31qDPXFevSGwffiKARAAAAAADJKR1edTx33eeFxpjxHl+3/JrfXx3Y3mWtbRvEuQv17aZxSbo0iK8FAABIGS1tXXpnz0lnLj8nU08uKoqgEQAkl2cqSrxyGzwvskGK2vGSvvsyxAAW/0TKuv5adQBIc9OWSEWL3Lmz+6WjX4Tvg4TUE+vR5sbNXtnV81YHbgMAyaeqtMor53uRDQAAAAAA6SgdBr936/ubth+40RcYYzIkrdJ33y21kj4a5LmvX8l2/fZxAACAtLCp/pi6e92DaE8tnq68nKwIGgFAclmxaJrycjKduXd2n9T59q4IGiHhWNu3hdaH71ZbAEg3Zev8cvXrw/ZAwvq0+VOduey+w8odRXeoZKzfhXsAkE6WTV2mGWPdd/vbfXa3vjn3TQSNAAAAAABIPukw+F3fz2PPOb7mSUnT+nnc437JfYwxRZLGXv1UfYPjx3y/HgAAIJVsrG3yyq29nTfGAaA/+blZempxf/9M/a6u3pg21TdH0AgJ5/Cn0rmD7tz0cmnqwvB9ACAZLV4rZXrcEeGrV6WuwdwYEqmien+1V66ytDJsEQBIUsYY75+RbP0GAAAAAKB/6TD4fe2Wbqu+IewqY8zd/YWvbPv+5/081SHpw0Gct6KfxxoG8fUAAAAp4atjF7TnuPvGJ3Mn52vpzAkRNAKA5LSmwr0VTZI2bjsauAkSUr3ntu8ytn0DwIDyCqWbn3Dnui5JezaH74OE0tLRog+bPnTmxmSP0SOzHglfCACS1Kp5q2S+d7Pm73u98XV193ZH0AgAAAAAgOSS8oPf1trPJB249iFJmZKqjTHfefXVGDNK0l9KWnYlJ327rbvGWntpEKfub/Cbe5IBAIC08/I2v23fa5bNkDHuN30AIF1VzJqgOZPynbmvjrVqT7P7ghukkM6L0m6PDaSZudKiZ8L3AYBkVv5Tv1zd+rA9kHC2HNiinliPM7d8znKNzhodQSMASE5F+UW6e3q/+7m+41znOX3c9HEEjQAAAAAASC4pP/h9xX+R/urS8auD3JMlvWWM+coY83NjzKuSjkr66TW5a/3JIM/Z32qYbYM8BgAAQFLr7OlVTf0xZy4zw+jppcURNAKA5GWM0TPLSryybP1OM7trpO52d+7Wp6TR3F0DAG5o3kPS2Gnu3OFfSi0H3DmkBGutqhs8LrKSVFlaGbYMAKSAyvmVXjnfn70AAAAAAKSTdBn8/neSGq783l7zq5G0QNIaSaslTdS3g+H2mt+/Za39pe/JjDGzJN1+zbmunu/XQ/4OAAAAktC7e07pfLv7lqz33zRZU8aNiqARACS3p5eWKMPj5gg1dcfU1RMLXwiJwXfrbPm6sD0AIBVkZEpLnvXL1v8sbBckjD0te7T/3H5nbm7BXC2etDiCRgCQ3B6c8aDG5Yxz5n557Jc63X46gkYAAAAAACSPtBj8ttZ2SfoNSR3XP3XlV6PvDnxf67ykvzPIU1573+Srb8nvtdZyr20AAJBWNtT6bZxdW+G3wRYA0l1RwSjdd9NkZ+5ce7fe23sygkYYcWf2S0c9rjMvmCHNuT98HwBIBb4XytT/TIr1hu2ChFCzv8YrV1laKWM8rtIDgDSXm5mrFXNXOHO9tlevHXgtgkYAAAAAACSPtBj8liRr7aeSKiVd1rfD2NK3w97XD3wbSRclrbHWHvQ9j+l7Vfc39f1t3+8MvjUAAEDyOn7hsj7Z797IU5ifo4dumRpBIwBIDWsrZnjlfC++QZKrf9Evt+TZvi22AAC3ifOkmT9w51qPSQc+DF4HI6uzt1NbDm5x5jJNplbOWxlBIwBIDZWllV65moYaWXv927gAAAAAAKSvtBn8liRr7TuSbpO0Vd9u+R7o431Jd1lr3x/kaVZJmn/taa/86n5lGAAAIIW8uv2YYh7vyVSWFSsnK63+WgoAw/LwrVM0Pi/bmfvom9M62Xr9ja+QUnp7pPqX/LJlz4XtAgCpxnfrd936sD0w4j448oEudl105u4tvleTRk+KoBEApIZbC2/VzRNuduYOXjioHad3RNAIAAAAAIDkkHYTNtbaQ9bapyTNlvT3Jf25pNclvSnpRUn/RFK5tfYRa+3eIZziH1359doh8kuSPhpecwAAgORhrdVGz02zaypKArcBgNSSm5WpyrJiZy5mpVe2N0XQCCOm8X3p0gl3bva9UuGc8H0AIJUsqJSy8925r7dI7S3B62DkVDdUe+Uq51eGLQIAKcYYM6it3wAAAAAAoE/aDX5fZa09Yq39D9ba37TWrrLWPmmt/am19g+ttUO+bNxae4+1NuO6jwJrbU88+wMAACSyLw+d06Gz7c7couIC3TptXASNACC1rK2Y4ZV7ubaJW2KnsroX/HK+W2sBAN/KHSMtrHLnejulr14J3wcj4kTbCX3W/JkzVziqUPeV3BdBIwBILSvmrlBWRpYz9+ahN9Xe7X6tEQAAAACAdJC2g98AAAAIZwPbvgEgqAXTx2nhdPeFMwfOtGnb4XMRNELk2s5K+95w53LGSreuCt8HAFJR+fN+ubr1YXtgxGxq2CQr90V0T819StkZ2RE0AoDUMmHUBD0440Fnrq27Te8eeTeCRgAAAAAAJD4GvwEAABBXlzp7tHXXcWcuJytDq5ZMj6ARAKQm363fvhfjIMns2iDFut25234k5eSF7wMAqWjmD6TCue7c8XrpxFfB6yBaMRtTTUONV7aytDJoFwBIZb4/Q31/JgMAAAAAkOoY/AYAAEBcbd15XO1dvc7cYwumanxeTgSNACA1rS6brpxM9z/rt+w8rrbOnggaITLW+m+XLV8XtgsApDJjpDLPrd/1L4btgshtO7lNTZeanLnbJt6m+RPmR9AIAFLT3dPv1uTRk525L098qaMXubAZAAAAAAAGvwEAABBXG7f5vQHju6kWANC/8Xk5enThVGeuravX604MSCLHd0gnPTbLTrpJKrk9fB8ASGVLnpWMx8voO38h9XSF74PI+G6WrZpfFbYIAKS4rIwsrZq3yiu7qWFT4DYAAAAAACQ+Br8BAAAQNwdOX9KXh845c9MLRumHpZMiaAQAqW3NshKv3MZt7m2VSCK+W2XLnu/bVgsAGLqCYmneQ+5c+1npmzfD90EkLnVd0juH33HmcjNztXzO8ggaAUBqqyyt9Mptatyk3pj7ToMAAAAAAKQyBr/7YYzJMMZMNMaUGmPuMMbcd+VjyUh3AwAASGQvew4WPr2sRJkZDKIBwHDdO3+yisaNcua+ONiiQ2faImiE4Lo7pJ0b3DmTKS35Sfg+AJAOytf55erWh+2ByLx16C1d7rnszD0882GNyxkXQSMASG2zC2arfEq5M3ei7YQ+P/F5BI0AAAAAAEhcDH5LMsZMMsb8NWPMnxpjdkrqknRK0j5Jn0n64MrHH49gTQAAgITWG7N6Zbvf4PcznhtqAQA3lplh9PSyYq+s78U5SHD7tkgd5925+Y9KY4uC1wGAtHDzk9LoCe5cwztS6/HwfRBcTUONV853Qy0AwK2qtMorV7O/JmwRAAAAAAASXFoPfhtjFhlj/kLSEUn/VdL/KOk29f3nYvr58DnmHxtjWq77+P0g3wAAAEAC+Xj/aZ1s7XTm7pxTqFkT8yNoBADpYc2yGV65l7c1qTdmA7dBcHUv+uV8t9MCANyycqVFa905G5N2/jx8HwR14MIB1Z+ud+am5U/TndPuDF8IANLEY7Mf0+is0c7ce0fe04XOCxE0AgAAAAAgMaXl4LcxZrQx5k8l1Uv6DUmj9N3hbjvAh4+/kDT+uo+/GYfaAAAACW1j7VGv3NoKvwFFAICf2ZPydcfsQmfuRGuHftlwJoJGCOZCk9T4vjuXN0ma/3j4PgCQTnwvqKlbL1kutEpmmxo2eeVWl65WhknLt1gAIIj87Hw9NusxZ64r1qU3Dr4RQSMAAAAAABJT2r0qaYwpk1Snvu3eV4e9BxrwNtf96mStrZf0wdVPr/w63Rjz6JBLAwAAJLiWti69s+ekMzcmN0tPLCqKoBEApJc1FSVeuQ2eF+kgQe14SV7XpS/+sZSVE7wOAKSVaYulokXu3NkG6egX4fsgiJ5YjzY3bvbKrp63OnAbAEg/laWVXrnqhuqwRQAAAAAASGBpNfhtjLlb0oeS5uu7A9/fiem727+H4i/6eezpYRwPAAAgoW2qP6buXvcg2lOLpykvJyuCRgCQXp5cNE35OZnO3Du7T+p8e1cEjRB31kp1L/plfbfSAgAGp/ynfrm6F8L2QDCfNn+qM5fdd0i5s+hOlYz1u/AOAOBv2dRlmjl2pjO35+we7WvZF0EjAAAAAAAST9oMfhtj5kraLGnclYeu3+xtJO2T9OeS/pmk3x7G6V6X1H3NeYykR4ZxPAAAgIS2obbJK+e7kRYAMDj5uVlasXiaM9fVG9Om+uYIGiHuDn8qnTvozk0vl6YuCN8HANLRojVSpscdFXZXS11t4fsg7qr3+22QXV3Ktm8ACMEY4/0ztqahJmwZAAAAAAASVFoMfhtjjKQXJBXq+wPfvZL+TNIt1toF1trftNb+a2vtnw71fNbaVvVtFr92a/gcY8ysoR4TAAAgUX117IL2Hm915uZOztfSmRMiaAQA6WltxQyv3Ibao4GbIIi69X45tn0DQDh5hdLNT7pzXZekPZvC90FctXS06MOjHzpzY7LH6JFZ7HkBgFBWzVsl43Fj5i0Htqi7t9uZAwAAAAAg1aTF4Lekn0r6gb4/9H1E0v3W2t+y1n4T53O+289j98T5HAAAACNuo+cA4dqKGeq7Hg8AEMKyWRM0d1K+M7e7uVW7my9E0Ahx03lR2lPjzmXmSrc9HbwOAKQ13wts6l4M2wNxt+XAFvXYHmdu+ZzlGp01OoJGAJCeivKLdHfx3c7cuc5z+qjpowgaAQAAAACQWNJl8Pt/ue5zI6lZ0n3W2s8CnbO+n8e41zIAAEgpHd29qqlvduYyM4x+VF4cQSMASF/GGD1TUeKV3VjbFLgN4mp3tdTd7s7dulIazd01ACCoeQ9JY6e7c4d/KZ1tDN8HcWGtVXVDtVe2qrQqcBsAQGVppVeupqEmaA8AAAAAABJRyg9+G2PukHSzvt32bSTFJP3IWnsk4Kl39PPYLQHPBwAAELl3957UhcvuW6o+cNNkTRk3KoJGAJDenl5aogyPmytsqj+mzp7e8IUQH3Xr/XLlz4ftAQCQMjKlJT/xy9b/LGwXxM2elj3af26/Mze3YK4WTVoUQSMASG8PzXhIBbkFztwnxz7R6fbTETQCAAAAACBxpPzgt6Qnrvm9Ud8A+M+ttV+EPKm19pSk1qufXjl3achzAgAARM13Y+wazw20AIDhmTpulO6/abIzd669W+/tPRVBIwzbmf3S0c/duYIZ0pz7w/cBAEjl6/xyO16SYlxolQyq9/tv+zbG4yo7AMCw5GTm6Mk5TzpzMRvTawdei6ARAAAAAACJIx0Gv+/q57G/jOjc56/7fHxE5wUAAAiu+fxlfbzfvVGnMD9HD90yNYJGAABJWlMxwyu3sfZo4CaIC99t30ue7dtCCwAIb+I8aeYP3LnWY9KBD8L3wbB09nZq68GtzlymydRT856KoBEAQOq72MZH9f5qWWvdQQAAAAAAUkQ6DH7PV9/G7asuS/o4onOfV9+m76vGRXReAACA4F7d3iSf91Qqy4qVk5UOf+0EgMTw8K1TNCEv25n76JvTOnGhI4JGGLLeHmnHz/2yZc+F7QIA+C7frd91L4btgWF7/8j7uth10Zm7t+ReTRo9KYJGAABJunXirbp5ws3O3KHWQ9pxekcEjQAAAAAASAzpMIFz/T2uj1treyI6d/t1n+dHdF4AAICgrLXauK3JK7v29pLAbQAA18rNylRlebEzF7PSq3V+P8sxQhrfky6dcOdm3ysVzgnfBwDwrQWVUrbHy71fvy61twSvg6GraajxyvlungUAxE/VfL+fvb4/ywEAAAAASAXpMPidd+VXo77N32ciPHeBvrttPKqBcwAAgKC+ONiiw2evv8bt+xYVF+iWIm56AgBRW7NshlduY20Tt8ROZHXr/XK+W2cBAPGTO0Za6DGM1tslffVK+D4YkuOXjuuz5s+cucJRhbq35N4IGgEArvXknCeVlZHlzL1x8A21d7tfqwQAAAAAIBWkw+B315VfrfqGv8dGeO7C6z5vi/DcAAAAwXhv+65g2zcAjIQF08fptmL3hTcHz7Rp2+FzETTCoLWdlfa94c7ljJVuXRW+DwDg+3wvvKl7IWwPDNnmxs2ycl8Et3LuSmVnZEfQCABwrQmjJujBGQ86c+097Xr3yLsRNAIAAAAAYOSlw+D3xes+nxjFSY0xYyRNvvrplV+PR3FuAACAkC519mjLTvdfa3KyMrRqSXEEjQAA/fHd+r2h9mjgJhiSXRukWLc7d9uPpJw8dw4AEH8z75IK57lzx3dIJ3aF74NBidmYahpqvLKVpZVBuwAABub7M7h6f3XYIgAAAAAAJIh0GPw+rG8HryVpijFmWgTn/YG++5+vlXQwgvNGyhgzzRjzPxpjXjLG7DDGnDXGdBljLhtjThhjPjXG/GdjzI+MMSnxTrQxJtsY86Ax5l8ZY143xnxjjGm58n13XPnP4BtjzJvGmP9ojPkNY8wtxhjjPjoAAIlv687jutzd68w9vrBIBXlsRAOAkbK6bLpyMt3/7H9953G1dfZE0AjerJXq1vtly38atgsAYGDGSOXP+2XrXgzbBYO27eQ2NV1y381q0aRFKp1QGkEjAEB/7p5+t6aMnuLM1Z6s1dFWLmwGAAAAAKS+dBj8/rqfx9z3BBu+R/p5bHsE542EMWa+MeYlSUck/RdJP5G0WFKhpGxJoyRNVd8A/G9KekXSMWPM/9cY477feAK6MuT+h5KaJL0v6Z9KWiFpvqQJ6vu+c9X3n8F8SY9L+juS/qukvZKajDF/ZoxZNgL1AQCIG9/NsGsrSgI3AQDcyPi8HD26cKoz197Vq627uEFVQjm+Qzr5lTs36SappCJ8HwDAwJY8KxmPl9l3/kLq6QrfB97Y9g0AySErI0urSld5ZWsaa8KWAQAAAAAgAaTD4Pen/Tz2WyFPaIwZLelvqm/L97V+GfK8UTHG/GNJu9Q37J01iC8dL+n3JO0zxjwWoFoQVzZ8/76kBkn/SJJ7rUD/pkv6W5Kq4lQNAIDIHTh9SbWHzzlz0wtG6e55kyJoBAC4kbUVM7xyG2vd2y4RIe9t3+v6ts0CAEbOuOnSvIfducst0jdvhO8DL5e6LuntQ287c7mZuVo+Z3kEjQAAN7J63mqv3ObGzeqNue9UCAAAAABAMkuHwe+t+nYA20oyku4xxtwf8Jz/H/Vtfb7WBUkfBjxncMaYTGPMi5L+jfo2Ww9VkaQ3jDG/HZ9m4Rhj5kj6TNI/l5Q3wnUAABhxG7f5DQY+s6xEmRkMogHASLundJKmFYxy5r441KKDZ9oiaASn7g5p1wZ3zmRKi38cvg8AwK38eb+c74U9CO6tQ2+po7fDmXt45sMal5OUN7AEgJQyu2C2lk5Z6sydaDuhz49/HkEjAAAAAABGTsoPfltrj0r6lfoGvqVvh79fMMZMjPf5jDGLJf1rfTtsbq78/iVrbbJfYv6Xkp5zZI5LqpVUJ+nsDXIZkv6jMeZ/iFO3uDPGlKtvY/wyR7RT0jeSvlTf996ovkF/AABSSk9vTK9u9x389tswCwAIKzPD6OmlJV7Zl7cdDdwGXvZtkTo8/kk5/zFpbFH4PgAAt5uflEZPcOca3pVaj4fvA6fqhmqvXNV8bt4IAImisrTSK1fTUBO0BwAAAAAAIy3lB7+v+Lf9PFYiaasxZkq8TmKMuUlSjb6/DTsm6d/H6zwjwRjzdyX9tQGe7pD0h5LmWWunW2tvt9YutdZOkrRE0p9J6m/o3Uj6E2OMa7A6csaYmyW9o77t5P3ZL+l/lVQmKc9ae7O19o4r33uptXa8pNmSKiX9J0lHQncGACC0T/af0cnWTmfurrmFmjmRG2UAQKJ4Zpnf4Pcr246pN2bdQYTluw3Wd7ssACC8rFxp0Vp3zsakHS+F74MbOnDhgHac3uHMTc+frjuK7oigEQDAx2OzH9PorNHO3HtH3tOFTvYzAQAAAABSV1oMfltrN0v6pb679VuSbpf0uTFm+XDPYYypkvSZpFn6/rbvv7TWfjPcc4wUY8w8SX80wNOHJd1hrf09a+2B65+01u601v6mpIclnevn63Ml/XdjTFbcCg+TMWaCpDcl9bcR/rykvyXpVmvtH1hrd1hrY/0dx1p72Fq7yVr7O9baWZLulvSi+jaEAwCQdDbU+m2CXcO2bwBIKLMn5euOOYXO3InWDn2y/3QEjTCgC01S4wfuXN4kaf7j4fsAAPyVr/PL1b8oWS60Gkm+m2BXl65WhkmLt1AAICnkZ+frsVmPOXNdsS5tPbg1gkYAAAAAAIyMdHrV8rcktV3z+dVX12dJ2mKM+cAY81NjTIHvAY0xRcaYdcaYWkkvS5qgb4fLrzom6feG0TsR/N/6/hZzSTor6UFr7S7XAay1H0larv6HnhdI+p1hNYyvP1Pftu7r7ZO01Fr7F9ba/jaY35C19jNr7TpJ/2qY/QAAiFxLW5fe3XvSmRuTm6UnFg10wwwAwEhZW+F3Uc7GbU2Bm+CG6l/Sty9X3MCSn0hZOcHrAAAGYdpiqWixO3e2QTr6efg+6FdPrEevNb7mlV1dujpwGwDAYFXNr/LK+V7kAwAAAABAMkqbwW9r7V71bWr+zsNXPoyk+yT9N0mnjTHfGGM293OY+caYjcaY940x36hvqPv/kbRU3273vnbbd4ekn1hrz8f524mMMaZc0soBnv4ta+1B32NZa7+Q9L8N8PTvGWP6Gy6PlDFmjaSn+3nqiPqG3L2/34FYy0ofAEDyqak7pu5e9x9hTy2eprychLmRBwDgiicXFSk/J9OZe2f3SZ1r64qgEb4nFpPq1/tly54P2wUAMDS+W7/rPH/eI+5+dexXOnP5jDN3Z9GdKh5THEEjAMBgLJ2yVDPHznTm9pzdo30t+yJoBAAAAABA9NJm8FuSrLW/kPTb/T2lvkFtIylLUqmkFVeeM9f8OkXSjyTdfyVjrnn+2kkoI6lb0vPW2k/j+C2MhH8wwOMfW2tfGcLx/r2kA/08XiTpuSEcL26MMaMk/VE/T/Wqb4D/eMSVAABICNZabag96pVd47lRFgAQrbycLD21eLoz19Ub06b6YxE0wvcc+VQ6d8idm75UmrogeB0AwBAsWiNletyRYXe11NXmziHuqhuqvXKV8yvDFgEADIkxRpWllV5Ztn4DAAAAAFJVWg1+S5K19j+rb6Nzm74d2pa+3dZ97Rbw65lrPq7PX5tplbTSWuv3KnKCMsaMUf/bryXpD4dyTGttt6R/N8DTf20ox4yj/0HSrH4e/3Nr7WdRlwEAIFHsbm7V1ycuOnPzJudr6czx4QsBAIZkTUWJV27jtqbATdCvuhf9cuVs+waAhJVXKN38pDvXdUnasyl8H3xHS0eLPjr6kTM3JnuMHp75cASNAABDsXLeSmUY91vcWw5sUXdvdwSNAAAAAACIVtoNfkuStbZGUpmk9/Xdrd3fiQ3w2PWD3lddPc5HkpZYa9+OR9cR9pSkvH4ePynpzWEc92fq24h+vfuNMUXDOO6QGWOMpP+pn6d6Jf2riOsAAJBQNg5i23ffH6kAgES0bNYEzZ2U78ztbm7V7uYLETTCX+lolfbUuHNZo6TbngleBwAwDOU/9cvVrQ/bA9/zeuPr6rE9ztwTc57Q6KzRETQCAAxFUX6RfjD9B87cuc5z+qjJfcEPAAAAAADJJi0HvyXJWnvAWvuIpCclfazvbvP+q5j8hr2NpO2SnrHWPmitPRyye4QeG+Dx16y1vUM9qLX2rKRP+nnKSHp0qMcdpvsklfbz+BZrLevuAABpq6O7VzX1zc5cZobRj8qLI2gEABgqY4ye8d36Xcs/gyK1u1rqbnfnbnlKGj0+eB0AwDDMe1AaO92dO/wr6Wxj+D6QJFlrVdNY45WtLK0M2gUAMHxVpVVeueqGpL45MwAAAAAA/Urbwe+rrLVvWmsfkDRf0u9Jek/SBX13qLu/jx5J2yT9G0l3WGsrrLWvRv4NhPXQAI+/G4djD3SMgc4Z2k8GePzlSFsAAJBg3t17Uhcuu2+J+sBNkzVl3KgIGgEAhuPppSXK8Lg5Q039MXX2DPl6XwxW/Yt+ufJ1YXsAAIYvI1Mqe9YvW/+zsF3wV/ac3aP95/Y7c/MK5mnRpEURNAIADMeDMx5UQW6BM/fLY7/UqfZTETQCAAAAACA6aT/4fZW1ttFa+0fW2kettYWSZki6W1KlpOck/TVJayU9LmmBpLHW2tuttf+LtbZ2pHqHYoyZJGnWAE9/EYdTDHSMZXE49lA8OcDj70TaAgCABLPBc+PrmooZgZsAAOJh6rhRuv+myc7c+fZuvbeXN8cjcfob6ejn7lzBDGnO/eH7AACGr+x5v1z9z6QYF1pFwXfja2VppYzxuEoOADCicjJztGLOCmcuZmN6rfG1CBoBAAAAABAdBr8HYK09Zq39tbV2s7X259ba9dbal62171hrv7bWdo10x8DKB3i81Vp7MA7Hrxvg8VuNMblxOL43Y8xcSTP7eeqItfZElF0AAEgkzecv65P9p525wvwcPXTLlAgaAQDiYa3nxTobao8GbgJJ/tu+y56TMngZBwCSwsR50sy73bmLzdKBD8L3SXOdvZ3aenCrM5dpMvXUvKciaAQAiIfK0kqvXE1Djay1YcsAAAAAABAh3jHEQOYP8Lj7fpgerLUtks7181SWpDnxOMcg3DXA43uuf8AYk2mMedIY8yfGmC+MMWeMMV3GmA5jzCljzDZjzH8zxvwtY8zUwL0BAAjq1e1N8nlPpKq8WDlZ/LUSAJLFw7dOVWF+jjP38TendeJCRwSN0lhvj7TjJb9s2XNhuwAA4qvcc+t33fqwPaD3j7yvi10Xnbn7Su7TpNGTImgEAIiHWyfeqlsKb3HmDrUe0o7TOyJoBAAAAABANJjQwUAGGr4+FMdzDHSsqAe/bxvg8QNXf2OMyTDG/OaVx7ZI+tuSbpc0UVK2pFxJkyUtlfTXJf2ZpGZjzMvGmCUBuwMAEIS1Vhu3NXll11SUBG4DAIinnKwMrS6b7szFrPTKdr8/CzBEje9Jl066c7PvlSbMDl4HABBHCyql7Hx37ustUntL8DrprHp/tVfOd3MsACBx+P7srm7w+7MAAAAAAIBkwOA3BjLQBNeJOJ5joGNFPT020DqAk5JkjJku6WNJ/1nSzEEcN0PS05K2GWP+f8YY90o9AAASxBcHW3T4bLszt7ikQLcUjYugEQAgntYsm+GVe3lbE7fEDqnuBb9c+U/D9gAAxF/uGOm2Kneut0va9XL4Pmnq+KXj+vXxXztzhaMKdW/JvRE0AgDE04o5K5Sdke3MvXnwTbV3u1/rBAAAAAAgGTD4jYFMHODxM3E8x+lBnjuU4gEebzHGzJP0uaQfDuP4mZL+gaT3jDEFwzgOAACR2VDrue17Gdu+ASAZLZg+TrcVuy/cOXimTbWHz0XQKA21nZH2venO5Y6Tbl0Zvg8AIP7K1vnl6teH7ZHGNjVukpX7IraVc1d6DQ4CABLL+FHj9cCMB5y59p52vXP4nfCFAAAAAACIAIPfGMiEAR5vjeM5Lg7y3KFMG+DxfEnvauAN5Ocl7ZVUK+mIpB7Hee6RtNUYMyLvIBhjft8YY+P1MRLfAwAgGpc6e7R113FnLicrQ6uWDHT9FAAg0a2t8Nv6veHLo4GbpKmdG6RYtzt324+knLzwfQAA8TfzLqlwnjt3fId0Ylf4PmkmZmOqaajxylaWVgbtAgAIp6rU4w4bkvefCQAAAAAAJDoGvzGQgd5Vjud90NoGee5QBtrC/U8lzb7usQ5J/1bSUmvtBGvtAmvt7dbaWerbVP5jSV/c4Fx3S/o3w+wLAEBQW3Y263J3rzO3fGGRCvLYiAYAyWrVkunKyXS/LLBl13G1dbquc8WgWCvVeW539d0WCwBIPMZI5c/7ZeteDNslDW07uU3HLh1z5hZNWqTSCaURNAIAhHD39Ls1JW+KM1d7slZHW7mwGQAAAACQ/Bj8xkByBng8nu/2D3Ssgc4dyqgBHh973ef1khZYa/+Rtbbu+rC1ttVau0HSXZL+rqTYAMf9B8aYR4daFgCA0DbWNnnl1lQMdFMMAEAyGJ+Xo8cWTnXm2rt6tcXjThAYhOP10qnd7tykm6WSiuB1AAABLXlWMh4vw+/8hdTTGb5PGqneX+2VY9s3ACS3zIxMrZq3yitb01gTtgwAAAAAABHIGukCUTDG/O8j3UGSrLX/x0h3GISB/rcRxeB31KtDfc5XJ+lha+05V9BaayX9R2PMWUk/GyD2zyW9418RAIBoNJ6+pNrDzj/uVDx+tO6eNymCRgCAkNZUzNDrO91D3S/XNmltxYwIGqUJ323f5c/3bYsFACSvcdOleQ9LDY6XAi+3SPvekBZWRlIr1V3quqR3Drtffs3NzNUTc56IoBEAIKTK0kr9+a4/d+Y2NWzSby/5bWVmZEbQCgAAAACAMNJi8FvS70uyI11CUjINfg80lB3PV0IG+t9fdxzP4aNXN/7/QoekZ32Gvq9lrX3JGHOfpL/dz9M/NMbcY6395WCOCQBAaC9v89v2/fTSYmVmMIgGAMnuntJJmlYwSscvdNww98WhFh0806Y5k/IjapbCujukXRvdOZMpLf5J+D4AgPDK17kHvyWp/kUGv+PkzUNvqqP3xn+/kaRHZj2isTnX3/gRAJBsZo2bpaVTlmr7qe03zJ1sP6nPj3+uu4vvjqgZAAAAAADx53GPyZRiRvAj2XQN8Hg8LxYY6FgDnTsU1/n+vbV23xCP/Y8ltQ7w3F8f4jGHxFr7+9ZaE6+PKLsDAKLR0xvTK56D388sY+srAKSCzAyjp5eWeGVf3nY0cJs08fXrUscFd27+Y9LYqeH7AADCu/kJafQEd67hXam1OXyfNFDTUOOVqyytDNoDABAd35/p1Q3VYYsAAAAAABBYug1+2xH6SEbtAzwez/VuAx3rchzP4WOg71WSYpL+dKgHttZelPTCAE/fP9TjAgAQwif7z+jUxU5n7q65hZo5MS+CRgCAKDyzzG/w+5Vtx9QbS9Z/4iaQ+hf9cuXrwvYAAEQnK1da/GN3zsakHT8P3yfFHTh/QDtO73DmpudP1x1Fd0TQCAAQhcdnP67RWaOdufePvK8LnR4X4wIAAAAAkKDSbfA7pGTf8H29cwM8Pi6O5xjoHpotcTyHjxudb7u19tAwj//KAI/PN8ZMG+axAQCImw21fptc11aw7RsAUsnsSfm6c06hM3eitUOf7D8dQaMUdv6o1PiBO5c/Wbrp8fB9AADR8b2gp269ZLnQajhqGmu8cpWllcowvEUCAKkiLztPj892/zuqK9alrQe3RtAIAAAAAIAw0ulVzesHs+P5IX1/u3eyD4GfHeDxiXE8x+RBnjuUG00ufB6H43+pvs3h/VkUh+MDADBsLW1denfvSWduTG6WnriN65YAINWs8byoZ2NtU+AmKW7Hz+V1Y7DFP5Yys4PXAQBEqGiRVLTYnWtplI7G4yXJ9NQd69bmhs1e2VWlqwK3AQBErbK00itXvb86bBEAAAAAAAJKl8HvOXH8KJV0u6THJf2epM2SOvXdAW8r6S8kzb3m6+YG/P5CODbA40VxPMfUQZ47lBudb+9wD26tvSRpoOmIeA7SAwAwZDV1x9Td6x5EW7lkmkbnZEbQCAAQpScXFSnf4+f7O3tO6lxbVwSNUlAsJtWv98uWPR+2CwBgZJT/1C9X90LYHinsV8d+pbMd7r0id067U8VjiiNoBACI0tIpSzVz7Exnbm/LXu1r2RdBIwAAAAAA4i8tBr+ttYfj+HHAWrvNWvuOtfaPrLWVkmZJ+teSutQ39G0k/Q1J/07SiatfO1Lf/xAdHODx2XE8x0DHOhDHc/i40fnOx+kcAx2HwW8AwIiz1mpD7VGvrO9GWABAcsnLydJTi6c7c129MW2qj/pa3RRx5FPp3CF3bvpSaeqC4HUAACNg0TNSZo47t7tG6rwUvE4qqmmo8cr5boQFACQXY4yq5ld5ZX3/zAAAAAAAINGkxeB3aNba09bafybpB5Ia9e3w90pJrxljknEt5v4BHp8fj4MbYwolFfbzVI8GHjoP5UaX9MfrHZaLAzw+Pk7HBwBgyHY3t+rrEwP9UfWteZPzVT5jfPhCAIARsfb2Eq/chtqBbmiEG6rz3PZdvi5sDwDAyMkrlG5Z4c51XZL2bArfJ8WcvXxWHx39yJkbmz1Wj8x8JIJGAICRsHLuSmUY91vgrx94Xd293RE0AgAAAAAgvhj8jiNrbb2kRySd0LfD3w9L+uMRrDVUdQM8XmCMmR2H45cN8PjX1trOOBx/MLbf4LmxcTrHQMfhHukAgBHnu+17bcUMGWMCtwEAjJSlMydo7uR8Z27P8VZ9dexCBI1SSEdr3/ZWl6xR0m1PB68DABhBZZ4X+PheMIS/suXAFvXYHmdu+ZzlGpU1KoJGAICRMDV/qu6efrczd77zvD5s+jB8IQAAAAAA4ozB7ziz1h6R9Kz6hr6vDn//ljHm4REtNkjW2tOSDg/w9B1xOMVAx9gWh2MP1m5JbQM8Nz5O55gwwOPn4nR8AACGpKO7V5vqm525zAyjqqXFETQCAIwUY4zWLJvhlX15G1u/B2V3tdRz2Z27daU0enzwOgCAETTvQWnsdHfuyKfS2cbwfVKEtVbVDdVe2arSqsBtAAAjrbK00itX01ATtAcAAAAAACEw+B2AtfZjSa/ru8PffzCipYbmgwEej8cQ+0DHeD8Oxx4Ua22vpA8HePrW4R7fGDNW0kCTcgMN1wMAEIl39pzUhcvuW5o+ePNkTRnLRjQASHU/WlqsDI+bO9TUH1NnT2/4QqnCd2tr2fNhewAARl5GplT2rF+2/sWwXVLInrN71HC+wZmbVzBPt026LYJGAICR9OCMB1WQW+DM/fLYL3Wq/VQEjQAAAAAAiB8Gv8P58+s+X2aM+cGINBm6twd4fJUxZsj/2zHGFEq6r5+nrKR3hnrcYXpjgMfvisOxb9fA/1/bFYfjAwAwZBs9N7Y+47kBFgCQ3KaOG6UHbp7izJ1v79a7e3hz3Mvpb6SmL9y5ghnSnPvD9wEAjDzfC33qX5JiXGjlw3vb9/wqGeNxlRsAIKnlZOZoxZwVzlzMxvRa42sRNAIAAAAAIH4Y/A7nPUk91z22eiSKDMPrkvq7F3WRpMeHcdxnJeX08/gn1trjwzjucGzU9//7kqQyY8ycYR77mQEePzCC3y8AAGo+f1mf7D/tzE3Mz9FDt7iHAAEAqWHNshKv3MZtRwM3SRH1vtu+n5MyeJkGANLCxHnSzLvduYvNUuNAN2XEVR09Hdp6cKszl2kytWKuewgQAJAaquZXeeVqGmpkrQ3cBgAAAACA+OEdxUCstW2Srh/qvXMkugyVtfaipFcHePofD+WYxpgsSX9/gKf/+1COGQ/W2lOStvTzVIakvz3U4xpjxklaN8DTm4d6XAAA4uHV7U3yeU+jsrxYOVn8tREA0sXDt05VYX5/1+p+18ffnNbxC/1dK4y/0tsj7fi5X7bsubBdAACJpXyglwyv43sBURp7/8j7uth10Zm7r+Q+TRo9KYJGAIBEcEvhLbql8BZn7lDrIe04vSOCRgAAAAAAxAcTPGGdlmQk2Su/3jSydYbk/x7g8QeMMX6Xyn/X35VU2s/jJyW9OJgDGWP+mzHG9vNxaAi9JOkPB3j8d40x7leGBj7m2AGe+4shHhMAgGGLxaw21DZ5ZddWzAjcBgCQSHKyMlRZVuzMxaz06vZjETRKYg3vSpdOunNz7pMmzA5eBwCQQBaslnLGuHNfb5HaW8L3SWI1DTVeuarSobycDQBIZpWllV656obqsEUAAAAAAIgjBr/Duv4/3wkj0mIYrLXbJA10n8z/YoyZ7XssY0yFpD8Y4Ok/stZ2DLJeXFlrP5X0Vj9PjZL0M2PM+MEczxjzrKTfGuDp1621Xw2uIQAA8fPFoRYdaWl35haXFOjmooGuYQIApKo1FSVeuY21R7kl9o34bmkt89z6CgBIHbljpIWV7lxvl7Tr5eB1klXzpWb9+vivnbnCUYW6p+SeCBoBABLJijkrlJ2R7cy9efBNtXe7XysFAAAAACARMPgdVpH6tn0nu78vqaufxydJet8Ys9B1AGPMveobqs7t5+mvJf2H4RSMo78rqbOfx8slfWCMmeM6gOnzO5IGeoe/Q9L/PPSKAAAM30bPbd9r2PYNAGnp1mnjtKi4wJk7dLZdXx46F0GjJNR2Rtr3hjuXO066dWX4PgCAxFP+U79c3QtheySxTY2bZD1egl85d6XX4B8AILWMHzVeD8540Jlr72nXO4ffiaARAAAAAADDx+B3IMaY+eob/L7W6ZHoMlzW2v2Sfm+Ap+dI+tIY8wf9DUUbY24zxvyppA8kFfbz9V2S/rq1tjtuhYfhyvf6DwZ4ukzSHmPMHxpjyq5/0hgzzhizVtKvJf2xBv7/1/9srd0Xh7oAAAzJpc4ebd113JnLzcrQqiXTI2gEAEhEg9n6jX7s3CDFety5234k5eSF7wMASDwz7pQmlrpzJ3ZKx3eG75NkYjamTQ2bvLJV86sCtwEAJCrfPwOqG6oDNwEAAAAAID4Y/A7nN675vbnya1IOfkuStfbfSXpxgKdHS/onkg4YY5qMMV8YY2qNMacl7ZL0W5IyB/ja37HWfhH3wsNgrf0TSX86wNOjJP0jSXXGmHPGmN3GmC+NMYcknZH0C0l33ODwf2yt/U9xLQwAwCBt2dmsy929ztzjC4tUMJqNaACQrlYtma6cLPfLBlt2HVdbp8eAczqxVqob6CZQ1/Hd9goASD3GSGXP+2XrB3ppNn3VnqjVsUvHnLnFkxZr3vh5ETQCACSiH0z7gabkTXHmtp3cpiOtRyJoBAAAAADA8DD4HYAxZqH6tkZfe49JK6l2ZBrFzW+ob7D5Rool3S5pmaRJN8jFJP2utfbP4lMt7n5bkmtAe7ykBZIqJM2S5JqM+0Nr7e8OvxoAAMOzobbJK7e2YkbgJgCARDY+L0ePLZjqzLV39WqLx50k0kpznXRqtzs36WapeFn4PgCAxLXkWcl4vEy/8xdST2f4PkmkpqHGK7e6dHXYIgCAhJaZkanV8/z+LPD9swUAAAAAgJHE4HecGWNul/Su+jZDX++NiOvElbW2R9Kzkv5XSV3DONQpSU9Za/84LsUCsH1+R9LfkNQ6zMOdlPS0tfb3ht8MAIDhaTx9SdsOn3PmiseP1t3zJkbQCACQyHwvAtpYezRwkyTju5W1fF3ftlcAQPoaN00qfcSdu3xO2pfULy/H1cWui3rn8DvOXG5mrp6Y80QEjQAAicz3IqDNjZvVG3PfKREAAAAAgJHE4HecGGPuMsb8uaRPJU3Vd7d9S9JZSe5XohPclYHoP5C0SNIGSYO5n/cFSX8k6SZrbVK8S2Gt/a+S5kv6Y0kXB/nlpyT9C/V9v6/GuxsAAEOx0XPb99PLSpSRwSAaAKS7H5ZO0rSC/q5r/q4vD53TgdOXImiUBLo7pF0b3TmTKS3+cfg+AIDEV/a8X65ufdgeSeStQ2+po7fDmXtk1iMamzM2gkYAgEQ2a9wsLZ2y1Jk72X5Svz7+6wgaAQAAAAAwdFkjXSAKxpj/Pd6HlJQvaZykUkmLJU285jl7XdZK+j+ste1x7jFirLXfSPqxMWa6pFWSHpC0UFKxpLGSetW3KfuApJ3qG3rfaq1ti2OH35D0G/E63g3Oc0rS7xpj/qmk5ZIeUd/g+1z1/W8gV9JlSaclNUrapr7v98MrW9IBAEgIPb0xvbrdb/B7zbKSwG0AAMkgM8PomWUl+uP3G5zZl7c16R8vvyWCVgnu69eljgvu3E2PS2Onhu8DAEh8Nz8hjS6ULrfcONf4ntTaLI2bHk2vBFbdUO2VqyqtCtwEAJAsKksrtf3UdmeupqFGPyz+YQSNAAAAAAAYmrQY/Jb0+/r+Bu54unYdZn/n+bWkPwl4/hFjrW2W9KdXPlKatfaipI1XPgAASDof7z+tUxc7nbkfzJ2oGYV5ETQCACQD38HvV7Y36R8+drMy0/2OEb7bWMvXhe0BAEgeWbl9d4H43PESso1JO16S7v2H0fRKUAfOH9DO0zudueIxxbq96PYIGgEAksHjsx/XH3zxB7rcc/mGufeOvKcLnRdUkFsQUTMAAAAAAAYnY6QLRMwE+rDXfFx/vh2SnrTW9gb8vgAAAJw21npu+65g2zcA4FuzJubrzjmFztzJ1k59vP90BI0S2Pmj0oEP3bn8ydL8x4LXAQAkkfLn/XJ1L0o25I6TxFfTUOOVWz1vtTJMur0FAgAYSF52nh6f/bgz1x3r1taDWyNoBAAAAADA0KTbq5420Mf1rg6EvyDpQWutxz2eAQAAwmlp69K7e086c2Nys/TEbdMiaAQASCZrK2Z45TbWHg3cJMHteEleNxxb/GMpMzt4HQBAEilaJE1b4s61NEpHfh2+T4LqjnVrc+NmZ87IaHXp6ggaAQCSSVVplVeuen914CYAAAAAAAxdug1+h3Tt9u93JD1urf3r1trzI9oKAABAUk3dMXX3ugfRVi6ZptE5mRE0AgAkkycWFWlMbpYz986ek2pp64qgUQKKxaT6F/2y5evCdgEAJKcyzz8f6taH7ZHAfnXsVzrbcdaZu2PaHZo+ZnoEjQAAyaR8SrlmjZvlzO1t2at9LfsiaAQAAAAAwOCl0+C3CfTRIWmv+rZ7/z1Jc6y1j1tr34nqGwMAALgRa602eG5gXeO50RUAkF7ycrL01GL3HSG6e6021R+LoFECOvwr6dwhd654mTTl1uB1AABJaNEzUmaOO7e7Wuq8FL5PAvLdwOq70RUAkF6MMaosrfTK1jTUBO0CAAAAAMBQpcvg95w4f8yWNFlSjrU231p725Xt3n9srU3z+1oDAIBE89WxVn194qIzVzpljMpnjA9fCACQlNZUlHjlNtY2BW6SoHy3fZc9H7YHACB55RVKt6xw57rbpD2bwvdJMGcvn9XHTR87c2Ozx+rhmQ9H0AgAkIxWzl2pDON+i/z1A6+ru7c7gkYAAAAAAAxOWgx+W2sPx/njiLX2rLW2Z6S/NwAAAJeN2zy3fS8rkTEmcBsAQLJaOnOC5k7Od+b2HG/VV8cuRNAogXS0Srtr3LmsUdJtTwevAwBIYuXr/HJ168P2SECvH3hdPR4vyT8x5wmNyhoVQSMAQDKamj9Vd0+/25k733leHzZ9GL4QAAAAAACDlBaD3wAAAOmqo7tXNXXHnLnMDKOqpcURNAIAJCtjjNYsm+GVfXlbmm393v2q1HPZnbt1pTR6fPA6AIAkNvdBaZzHv82OfCqdbQzfJ0FYa1XTUOOVrSytDNoFAJD8qkqrvHLV+6sDNwEAAAAAYPAY/AYAAEhh7+w5qdYO90a0B2+erClj2YgGALixp5cWKzPDfXeImvpj6uzpjaBRgqh70S/nu8UVAJC+MjKlJc/6Zes9//xJAbvP7lbD+QZnrnR8qW6bdFsEjQAAyeyBGQ+oILfAmftV8690qv1UBI0AAAAAAPDH4DcAAEAK21B71Cu3psJvgysAIL1NGTdK99802Zk7396td/ekyZvjp/dJTV+4cwUzpdn3he8DAEh+Zc/55epfkmLpcaHVYLZ9G+O+SA0AkN5yMnP01NynnLmYjWlz4+YIGgEAAAAA4I/BbwAAgBTVfP6yftlwxpmbmJ+jh26ZEkEjAEAqWFtR4pXzvfgo6fluWy17TsrgZRgAgIeJ86RZP3TnLjZLjR+E7zPCOno6tPXAVmcuy2RpxdwVETQCAKSCytJKr9ymhk2y1oYtAwAAAADAIPCOIwAAQIp6ZVuTfN6TqCovVnYmfy0EAPh56JapKszPceY+2X9axy9cjqDRCOrtkXb83C/ru70VAABJKl/nl6t7IWyPBPD+kfd1sfuiM3dvyb2aNHpSBI0AAKnglsJbdGvhrc7codZDqj9dH74QAAAAAACemPABAABIQbGY1cZtTV7ZNRUzArcBAKSSnKwMVZYVO3MxK726/VgEjUZQw7vSpZPu3Jz7pAmzwvcBAKSOBaulnDHu3L6tUntL+D4jqLqh2itXVVoVuAkAINWsLl3tlatpqAlbBAAAAACAQWDwGwAAIAV9cahFR1ranbklJQW6uWhsBI0AAKlk7e0lXrmNtUdT+5bYvltWy38atgcAIPXk5EsLPQaZe7ukXRvD9xkhzZea9fnxz525iaMm6p6SeyJoBABIJSvmrFB2RrYz9+bBN9Xe7X6tFQAAAACAKDD4DQAAkII21rLtGwAQzi1F47SouMCZO3S2XV8eOhdBoxHQdkb65k13LnecdMtT4fsAAFJP+Tq/XN36sD1G0KbGTbJyX0S2ct5Kr8E9AACuNX7UeD008yFnrr2nXe8cfieCRgAAAAAAuDH4DQAAkGIudfZo667jzlxuVoZWLpkeQSMAQCpaW+G39XtD7dHATUbIzl9IsR537ranpZy88H0AAKlnxp3SxFJ37sRO6fiO8H0iFrMxbWrY5JWtLK0MWwYAkLJ8/wx5df+rYYsAAAAAAOApa6QLDJYx5v2R7jBE1lr78EiXAAAAqe/1Hc263N3rzC2/rUgFo9mIBgAYmlVLivUvt+xVV0/shrmtu47r91ct1JjcpHsJYmDW+m9X9d3WCgDA9YyRyp6X3vsX7mzdi9K0JeE7Raj2RK2OXTrmzC2etFjzxs+LoBEAIBX9YNoPNCVvik61n7phbvup7TrSekQzx82MqBkAAAAAAP1LxnddH5A87u2YWIySrzMAAEhSG7c1eeXWLJsRuAkAIJUV5GXr8YVFem1H8w1z7V292rrzuNbenkJ/7jTXSaf2uHOTb5GKl4XvAwBIXUueld7/l5K98YVW2rVBeuxfSlm50fSKQHVDtVeucn5l2CIAgJSWmZGp1fNW6892/ZkzW9NQo99d+rsRtAIAAAAAYGAZI11gGEySfAAAAESm4dQlbTt8zpkrHj9ad8+bGEEjAEAqW7OsxCu3cdvRwE0i5rvtu+z5vm2tAAAM1bhpUukj7tzlc9K+reH7RORi10W9e/hdZ25U5igtn708gkYAgFRWWVrpldvUuEm9MfedFgEAAAAACCmZB79tknwAAABE5mXPbd9PLytRRgaDaACA4flh6SRNLxjlzH156JwOnL4UQaMIdF+WvnrZnTOZ0pKfhO8DAEh95ev8cnUvhu0RoTcPvamO3g5n7pFZj2hsztgIGgEAUtnMcTO1dMpSZ+5U+yn9+vivI2gEAAAAAMDAknnwGwAAANfo6Y3ple1+g9++G1oBALiRzAyjpz3/TPG9OCnhfb1F6rjgzt30uDRmSvg+AIDUd9MT0uhCd67xPam1OXyfCNQ01HjlfDe0AgDgUjW/yitX3VAduAkAAAAAADeWNdIFhuCI2KQNAADwPR/vP63TFzuduR/MnagZhXkRNAIApINnlpXoj99vcOZe2d6kf/jYzcpM9jtO1K33y/luZwUAwCUrR1r8Y+nzP7lxzsakHS9J9/7DaHoFcuD8Ae08vdOZKx5TrNuLbo+gEQAgHTw26zH9n5//n7rcc/mGufePvK8LnRdUkFsQUTMAAAAAAL4r6Qa/rbWzR7oDAABAItrwpd8m1bW3s+0bABA/sybm6845hfr8YMsNcydbO/Xx/tN68OYk3oJ9/qh04EN3Ln+yNP+x4HUAAGmk/Hn34LfUd4HSPf+TZJL3Qivfbd+r561WhuGmpgCA+MjLztPy2cudG727Y93acmCLnrv1uYiaAQAAAADwXbwqCgAAkALOXurUe1+fdObG5mZp+cJpETQCAKSTtRUzvHIba48GbhLYjpfkdROyxT+WMrOD1wEApJGiRdK0Je5cywHpyK/D9wmkO9atzY2bnTkjo9WlqyNoBABIJ5WllV4534uUAAAAAAAIgcFvAACAFFBT36zuXvcg2lNLpmt0TmYEjQAA6eSJRUUak+u+qdg7e06qpa0rgkYBxGJ9W1R9lK8L2wUAkJ7Kf+qX8/3zKgH9sumXOttx1pm7Y9odmj5megSNAADppHxKuWaNm+XM7W3Zq30t+yJoBAAAAADA9zH4DQAAkOSstd4bVNdWlARuAwBIR3k5WXpqsfuOEt29Vpvqj0XQKIDDv5LOH3bnipdJU24N3wcAkH5ue1rKzHHndldLnZfC9wnAd4NqVWlV2CIAgLRkjGHrNwAAAAAg4TH4DQAAkOS+Otaqr09cdOZKp4xR2Yzx4QsBANLSmooZXrkNtU2BmwTCtm8AwEjLK5Ruecqd626T9tQErxNvZy+f1cdNHztzY7PH6uGZD0fQCACQjlbNW6UM434L/fUDr6urN0nvaAUAAAAASGoMfgMAACS5DYPY9m2MCdwGAJCuls4cr7mT8525vcdb9dWxCxE0iqOOC9KeTe5c1qi+bawAAIRS/rxfzveCpQTy+oHX1WN7nLkn5jyhUVmjImgEAEhHU/Km6IfTf+jMne88rw+Pfhi8DwAAAAAA12PwGwAAIIl1dPdqU/0xZy4zw6iyvDiCRgCAdGWM0VrPrd8bPS9aShi7q6Wey+7craukUQXh+wAA0tfcB6VxHv+2O/KZdKYhfJ84sdaqpqHGK1s1vypsGQBA2qssrfTK+f7ZBQAAAABAPDH4DQAAkMTe3nNSrR3ujWgP3jxFU8ayEQ0AENaPyouVmeG+u0RNfbM6unsjaBQnvltTfbewAgAwVBmZ0pJn/bL1L4btEke7z+5Ww3n3oHrp+FItnLgwgkYAgHT2wIwHND53vDP3q+Zf6WTbyfCFAAAAAAC4BoPfAAAAScx3Y+qaipLATQAAkKaMG6UHbprszF243K139ybJm+On90lNX7pzBTOl2feF7wMAQNlzfrkdL0mx5LjQqnp/tVeusrRSxrgvMgMAYDhyMnO0Yu4KZy5mY3rtwGsRNAIAAAAA4FsMfgMAACSpY+cv65cNZ5y5SWNy9NAtUyJoBACA/8VGG2ubAjeJk8Fs+87gZRYAQAQmzpNm3ePOXTwuNb4fvs8wdfR06I2DbzhzWSZLT819KoJGAABIVaVVXrmahhpZawO3AQAAAADgW7wjCQAAkKRe3dYkn/cUKsuKlZ3JX/sAANF46JapKszPceY+3n9azecvR9BoGHq7pR0/98sueTZsFwAArlX+vF/O9wKmEfTekfd0sfuiM3dfyX2aOHpiBI0AAJBuLrxZtxbe6swdbj2s+tP14QsBAAAAAHBF1kgXSBTGmCmS7pQ0W9L4Kx/jJGXG8TR/z1rrfgUbAADAIRaz2rjNb1PqmooZgdsAAPCtnKwMVZYV6y9/dfCGOWulV7c36Xcemh9RsyFoeFdqO+XOzblfmjArfB8AAK5asFra+o+krks3zu3bKrW3SHmF0fQaguqGaq9cZWll2CIAAFynsrRSe7/Y68xV769W+ZTyCBoBAAAAAJDmg9/GmMWS/o6kRyWFfIfWSLKS/okkBr8BAMCwfXGoRUda2p25JTPG6+aisRE0AgDgW2tvL3EOfkvSxm1N+jsPlsoYE0GrIfDdklq+LmwPAACul5MvLayS6l64ca63S9q1Ubrzt6LpNUjHLh3TF8e/cOYmjpqoe0ruiaARAADfWjF3hf5t7b9Vd6z7hrm3Dr2lf3LHP1Fedl5EzQAAAAAA6SxjpAuMBGPMEmPMh5LqJP0t9W35NgE/AAAA4mpD7VGv3JplJYGbAADwfbcUjdOi4gJn7vDZdn1xsCWCRkNw6bT0zZvuXG6BdOvK8H0AALhe+U/9cq7h8BG0uWGzrKwzt3LeSmVnZEfQCACAbxXkFuihmQ85c+097Xr78NsRNAIAAAAAIA0Hv40xvy3pM0n36tvBbBv4AwAAIG4udnTrjV0nnLncrAytXDI9gkYAAHzf2gq/i482bmsK3GSIdv5CivW4c7f9SMoeHb4PAADXm3GHNHG+O3dil3R8R/g+gxSzMW1q3OSVrSytDFsGAIABVJVWeeVqGmrCFgEAAAAA4Iq0Gvw2xvwLSX8saZS+O/Ddb1z+W7vZ8A0AACKzZedxXe7udeaW31akgtFsRAMAjIxVS4qVk+V+2WHLzuO61OkxYB0la6W69X5Z322rAADEmzFS+fN+2boXw3YZgi9PfKljl445c4snL9a88fMiaAQAwPfdNe0uTc2b6sxtO7lNh1sPR9AIAAAAAJDu0mbw2xjzjKT/Tf0PfF8/uN3f8HZ/mas51/EkBsIBAECcbKg96pVbWzEjcBMAAAZWkJetxxcWOXOXu3u1defxCBoNQvN26fRed27yLVLx0vB9AAAYyOKfSMbjZf5dG6SezvB9BsF3MyrbvgEAIykzI1Or5q3yym5q8LuTBQAAAAAAw5EWg9/GmAJJf37l0+sHtHuuPPekpBmSciX96rqstdZmSMqRVCRpgaQfS/r3khr17YD31XxM0r+TNMpam3HNx6n4f3cAACCdNJy6pO1HzjtzxeNH6wdzJ4YvBADADaytKPHK+V7UFBnfrajl6/q2rQIAMFLGTZNKH3XnLp+T9m0N38fTxa6LeufwO87cqMxRWj57eQSNAAAYmO9FSJsaN6k35r5TIwAAAAAAw5EWg9+S/q6kcdd8fnVQ+ytJi6y1v2mtfdNae8xa2z3QQay1PdbaU9bar621G621/8Bae5Ok1ZK269vh7wxJf0/SR8aYwlDfFAAASD8bt/kNxj2zrEQZGQyiAQBG1t3zJml6wShnrvbwOR04fSmCRh66L0u7XnbnTKa0+Mfh+wAA4FL+vF+ubn3YHoPw5qE31dnr3kD+yKxHNDZnbASNAAAY2MxxM7Vs6jJn7lT7KX12/LMIGgEAAAAA0lnKD34bY3LUN4R9dRv31QmobyQ9YK39ZrjnsNa+JukuSf/66kNXznOnpA+MMWOGew4AAICe3phe3X7MK/vMMr8NqwAAhJSZYbz/TNq4rSlwG09fb5E6L7hzNy2XxkwJ3wcAAJebnpDyPO741Pi+dMHv35Sh1eyv8cpVlVaFLQIAgCffrd81DTVBewAAAAAAkPKD35LukHT9q94xSX/DWtsSr5Nc2Qb+z9S3Xfzq5m9Juk3Sf4/XeQAAQPr66JvTOn3RvRHt7nkTNaMwL4JGAAC4PbNshlfu1e1N6umNBW7joe4Fv1z5urA9AADwlZXjdxcKG5N2vBS+j0Pj+UbtPLPTmSseU6yKoooIGgEA4PbYrMeUl+V+zfX9I+/rgs/FxAAAAAAADFE6DH7fd83vrw5kv2Ot/TTEyay1/39J/9c15zKSVhtjWE0CAACGZWOt3ybUNRVs+wYAJI6ZE/N019xCZ+5ka6c+2X8mgkY3cP6IdOAjdy5/sjT/0fB9AADwVfa8X67+Rclady4g302oq0tXK8Okw1sYAIBkkJedp8dnP+7Mdce6teXAlggaAQAAAADSVTq8avrDfh77y8Dn/OeSrt4z8+rw9/8e+JwAACCFnb3UqXf3nnTmxuZmafnCaRE0AgDA3xrPrd8bao8GbuJQ/5K+vYHXDSz5iZSZHbwOAADeim6TppW5cy0HpCOfBa8zkO5YtzY3bnbmjIxWz1sdQSMAAPxVzffb8+V7kRMAAAAAAEORDoPfxf089svBHsQY/9Ui1tp2Sf9RfQPfVy02xnBfSgAAMCQ19c3qibkH0VaWTdfonMwIGgEA4O+JRUUak5vlzP2/7N15fFV3ft//9/dKQhJI7LskVmHAZpFAM/Z4342NAcm2mPGYaZIu6Zo0TdOmTZNHk/bXJk2XTNqkSZMmTWbwLMi2BBgb7+vYY49AYjMYxCqJRaxCgCQk3e/vD8EYhMT3K3HPke65r+fjcR+27n3fc944eYwu0ud8ztu7T+jMxcshNOpFPN69BdVH0ZpguwAAMBDFnt+fajy/3wXg44aPdabtjDN355Q7NTVnagiNAADwVzShSDNGznDmdp/ZrT1n9gRfCAAAAACQklJh8Husrl/Xdcpae8zxnt6mqob187yVvTz3ZD+PAQAAIGutKjw3oJYvzQ+4DQAA/Td8WLqeXuS+I0VHl1VVTaMzF4jDH0vnDrtzeSXSxHnB9wEAoL8WPCulZbpzuyql9pbg+/Sisq63H5vfqLSwNNgiAAAMgDFGqwr97kjB1m8AAAAAQFBSZfD7Wqc83tPWy3O5/TmptXavpLM9nv56f44BAAAgSTsam7XnuPuX8nMm5qioYHTwhQAAGIDykgKv3LrqelnrvstFwtWs9csVvxBsDwAABmr4WGnecneu46K0qyrwOj2daj2ljxo+cuZyM3L1yLRHQmgEAED/rZy9UjGPG0W/euBVXe4apDtaAQAAAAAiLRUGvzOu/NOoe5N3s8d7zvfy3PgBnPv4lX/aK+efO4BjAACAFFdR3eCVKy/JlzEm4DYAAAzMkmmjNXvCCGduz/EW7Tra21/LA9TWLH2xwZ1Lz+repgoAwFBVvMYvV/tisD16senAJnXaTmfuqVlPKSs9K4RGAAD038ThE3XP1Hucueb2Zr1f/37gfQAAAAAAqScVBr+v/rb46vC1z0+Me1upmTfAc187fTVhAMcAAAAprK2jS+trG525tJhRWXF+CI0AABgYY4z31u+K6vqA2/Sw8xWps9Wdm79SyhoVfB8AAAZq1oPSSI8fZR/5VDpVF3idq6y1qtxX6ZUtLSwNtgwAALeobE6ZV66yzu97HwAAAAAA/ZFKg99XjfZ4z5lenrttAOcepe6B86vcq80AAACu8eYXJ3S+zb0R7aG5EzUhNzOERgAADNwzxXlKi7nvTlFVe1RtHV0hNLrCd+up7xZVAAAGSyxNKvq2XzbErd87T+3U/ub9zlzh6ELdMe6OEBoBADBwD+Y/qNGZo525T45+ohMXTwRfCAAAAACQUlJh8PuIrt+6PcbjPV/08lxJf05qjMmUNKvH0x7rwwAAAL7iu/F0dQnbvgEAQ9/EkVl68Db3zbCaWzv09u6Qfjl+8kup4Wfu3Ohp0oz7gu8DAMCt8h383vZDKR7OhVZVdVVeudLCUhnjvkgMAIDBlJGWoadnPe3MxW1cGw9sDKERAAAAACCVpMLg9+4eX480xkxxvGfHNf9u1T04/lg/z/uApGE9njvdz2MAAIAU1niuVR/XnXLmxucM00PzJobQCACAW1deUuCVW1fdEHCTK2rW+uWKXpBiqfBjFABA0hs7S5p+rzvXckza/27gdVo7W/XawdecuXST7jVEBwDAUFBaWOqVq6qrkrXWHQQAAAAAwFMq/Mayt+3dix3v2Smpo8dzU40xT/XjvL9+zb8bdQ+QH+nH+wEAQIp7eUuDfH4nUFacp4y0VPhYBwCIgofnTdTYET2vk77RR/tO6ui5gG+c1dUhbfuRR9D4b08FAGAoKF7jl6v5frA9JL1z5B1d6LjgzN2ff7/GZY8LvA8AAIkwd+xczR8735k7fP6wappqQmgEAAAAAEgVqTAh9Gkvz5Xc7A3W2kuS3lD3wLb01dbv/2mMGe06oTHmH0p6/Mr7rvWB670AAACSFI9bvbTFb9Op7+ZUAACGgmHpMZUV5zlz1kqvbA1463fd29LFJndu5v3S6GnBdgEAIJFuXykNy3Xn9rwmXQz2RpVVdVVeubI5ZYH2AAAg0Xy/d/l+LwQAAAAAwEcqDH7XSGq+5msjaaXH+37Qy3MzJb1ljLmttzcYY9KNMb8l6U9149C31D1MDgAA4PTZwTM6cuaSM7e4YLRum+Txy3wAAIaQ8pJ8r1zFloZgb4lds9YvV/yd4DoAABCEYSOkBR7DaPEOaUdFYDUaLzTqs2OfOXPjssbp3rx7A+sBAEAQnpr5lDJiGc7c5kObdanD/bNeAAAAAAB8RH7w21obl/Shuge+r/62eKkxxrVerEpS/bWHuvpeSTuNMW8aY37HGPMPjDG/Yoz5E0kHJP1HXf/f9ep5f2at/eTW/jQAACBVVGypd4ckrfYcnAMAYCiZN3mkFuWPcuYOn76kzw+eCabEhZPS3s3uXOYoaf7TwXQAACBIRWv8crWeF0INwIa6DV65lbNXKj2WHlgPAACCMCpzlB6Z9ogz19rZqjcPvxlCIwAAAABAKoj84PcVr/Ty3E3XdVlr2yT9S3UPbuuaf0pSuqRHJP2upD+X9F1J/1hSvq4fMP/54ST9dj87AwCAFNXS1qHXdhxz5jLTY1qxeGoIjQAASLzypX4XL62rbgimwPYfS/FOd27hs1JGdjAdAAAIUsHXpXFz3LnjO6Rj2xJ++riNq6quyitbWlia8PMDABAG3+9hlfsqgy0CAAAAAEgZqTL4XSXp8jVfG0n/3Bgz7GZvsta+JGmdrh/mtlceppeHVe9D3//FWvv2rf0RAABAqnh1+zG1dcSduScXTNbILPetRAEAGIpWLs7TsHT3jyVe23FMF9o9BrT7w1qpxnO7qe+2VAAAhhpjpOIX/LK+3xf74WfHf6ajF486c4smLNKs0bMSfn4AAMJw15S7NGn4JGdua9NWHT5/OIRGAAAAAICoS4nBb2tts6Q/lfShpA+uPPZIutvj7Wskrdf1G7+lr4a8r330ZCT9H7HtGwAA9ENFdb1XrrykIOAmAAAEZ9TwDC27Y7Iz19rRpU3b3UNj/XJ0q3Rytzs3Yb6UtySx5wYAIEyLn5dMmju3fZ3U0ZbQU1fW+W02LSssS+h5AQAIU1osTStnr/TKrq9bH3AbAAAAAEAqSInBb0my1v5La+1DPR7ve7yvU1K5pH8j6aK+2u7dl6uvn5H0D621/8Ra29tQOAAAwA3qmlq09cg5Zy5vdLa+MWtc8IUAAAhQeUm+V66iuiGxJ/bdalr8Qve2VAAAklXuZKnwUXeu7Zz05WsJO23L5Ra9fdh9E8ystCwtm7EsYecFAGAwlBaWeuXW71+vrnhXsGUAAAAAAJGXMoPft8Ja22mt/UNJcyX9lqSfqnvDt+nx6JT0kaR/JWmmtfYvB6cxAABIVhVb/Abbnluar1iMQTQAQHK7e/Z45Y3OduaqD5/V/pMXEnPSjlZpx8vuXCxdWvTNxJwTAIDBVLzGL1f7YsJO+frB19Xe1e7MPTb9MeUMy0nYeQEAGAzTRk7T0klLnbmmS0369NinITQCAAAAAEQZg9/9YK09Zq39A2vt3ZJGSJoh6euS7pQ0W9Ioa+0D1tr/bq1N0G+kAQBAqujsiuuVrY1e2eeW+m1IBQBgKEuLGT27JM8r+5LnxVFOu1+V2pvduduWSTkTE3NOAAAG023LpOEed4yqe0dq9vs7qcv6uvVeOd8NqQAADHVlhWVeucp9lQE3AQAAAABEHYPfA2StbbfWHrHWVltrf2atPWitbRvsXgAAIHl9sPekTra4N6LdPXucCsYOD6ERAADBe25pgVfu5S0N6uyK3/oJa9f65YpeuPVzAQAwFKQP87yLhZW2/fCWT1d3tk7bT2135vJy8lQyueSWzwcAwFDw2PTHNDzd/TPb9+rf07m2c8EXAgAAAABEFoPfAAAAQ8S66nqv3OoSvwE5AACSwbRxw3XXrLHOXFNLuz7cd/LWTnbuiHTgA3duxERpzmO3di4AAIaS4jV+udoXJWtv6VRVdVVeuVWFqxQz/IoCABANwzOGa9nMZc5cR7xDmw5uCqERAAAAACCq+KkqAADAEHD6Qrve2d3kzOVmpWvZgskhNAIAIDy+FzVVVDfc2olqfyjJY5ht8TeltIxbOxcAAEPJpDukKUXu3JkD0pFPB3yajniHNh7Y6MwZGa2avWrA5wEAYCgqKyzzyq2vWx9wEwAAAABAlDH4DQAAMARU1jSqM+4eRFuxeKqyMtJCaAQAQHieXDBFOZnpztzbu0/ozMXLAztJPC7VrvXLFnluRQUAIJn4bv2u8fx+2YuPGj7SmbYzztydU+7U1JypAz4PAABD0eIJizVj5AxnbveZ3dp9enfwhQAAAAAAkZQSg9/GGKajAADAkGWt9d5g6rsRFQCAZJI9LE0rFk9x5jq6rKpqGgd2ksMfS+eOuHN5JdLEeQM7BwAAQ9nC56S0THduV5XU3jKgU1TVVXnlfDeiAgCQTIwxKi0s9cr6fs8EAAAAAKCnlBj8ltRojPlvxpgFg10EAACgpx2NzfryhPuX6nMm5mhx/qgQGgEAEL5yz4ub1lXXy1r3XTJu4Lu91HcbKgAAySZ7jDT/aXeu42L38Hc/nWo9pQ8bPnTmcofl6uFpD/f7+AAAJIMVs1coZty/gt90cJMudw3wjlYAAAAAgJSWKoPfEyX9C0nbjDHVxph/YowZM9ilAAAApO4BNh/lJfkyxgTcBgCAwVFcMFqzJ4xw5vYcb9Guo+f7d/C2ZumL9e5cera04Jn+HRsAgGRS9IJfzveCqWtsOrBJXbbLmXtq5lPKSs/q9/EBAEgGE4dP1L159zpzze3Neq/+vRAaAQAAAACiJlUGv68ykpZI+l+SjhpjfmyMecoYj8uuAQAAAtDW0aUNtUedubSYUVlxfgiNAAAYHMYYre7H1u9+2fmK1Nnmzt2+Usri7hoAgAib9aA00uPvlvU/lU7VeR/WWqvKfZVe2bLCMu/jAgCQjEoLS71yVXVVgfYAAAAAAERTqg08X70XtJGUKek5SRsl1Rtj/sAYM2/QmgEAgJT0xq7jOt/W6cw9PG+iJuRmhtAIAIDBU7YkT2kx990t1tceVVuHe6Poz/luLS1e439MAACSUSxNKvq2X7bWf+v3zlM7tb95vzNXOLpQt4+73fu4AAAkowfzH9SYTPfNpz85+olOXDwRQiMAAAAAQJSk2uC31D38ffVhrjymSPpXknYZY35qjPllY8zIQewIAABSxEtbGrxy5UvZ9g0AiL6JuVl6aO4EZ665tUNvfeH5y/GmPVJjtTs3epo03X07bgAAkp7v4Pe2H0ld7guVJamyzn/btzHui7wAAEhmGWkZWj5ruTMXt3FtPLAxhEYAAAAAgChJlcHvVn015H2t3obAvybpzyQdN8a8aIx53PCTaAAAEIDGc636uO6UMzc+Z5gemjcxhEYAAAy+55YWeOXWVdf7HdB3W2nRGimWKj8mAQCktLEzpRn3uXMtx6T97zpjrZ2tev3g685cuknX07Of9mkIAEDSKy0s9cpV7quUtdYdBAAAAADgilT5jeZkSb8s6SfqfQBcunEAPEvStyS9LumIMeb/M8bMCacuAABIBS9vaZDPz/TLivOUkZYqH9sAAKnu4XkTNW7EMGfu47pTOnqu9eahrg5p2489zmqkouf9CgIAEAVFL/jlPC6geufIO7rQccGZe6DgAY3NGut3XgAAktzcsXM1f+x8Z+5IyxHVNNWE0AgAAAAAEBUpMUFkrW2x1v5fa+19kuZI+k+S6uW/BTxP0r+VtMcY87Ex5u8ZY3JD+wMAAIDIicetKrb4bSotL/HbfAoAQBQMS4+ptDjPmbO2+yKqm9r3lnSxyX3SWQ9Io6d5NgQAIAJuXykN8/gR957XpIunbxqp2lfldUrfzacAAERF2Zwyr1xlXWXATQAAAAAAUZISg9/Xstbut9b+jrV2hqRHJb0oqVX+Q+DfkPQXko4ZY75njHk4rO4AACA6Pjt4RvVnHFtKJRUVjNZtk7jeDACQWlZ7XvRUsaVB8fhNbp9R+6LfCYvW+OUAAIiKYSOkBR7DaPEOaUdFny83XmjUZ8c/cx5mfPZ43Zt3b38aAgCQ9J6a+ZSGxdx3tHrj0Bu61HEphEYAAAAAgChIucHva1lr37XWfkfSZEl/X9JHV17qOQAu3TgAPlzSC5LeMsYcMsb8rjFmZgi1AQBABFRU+277zg+4CQAAQ8/cyblalD/KmTty5pI+P3Sm9xcvnJT2bnafLHOUNP/pfjYEACACir/jl6tZ2+dL6+vWex1ixawVSo+l+50PAICIGJU5Sg9Pc+8Qa+1s1RuH3gihEQAAAAAgClJ68Psqa+0Fa+1fW2sfkFQo6T9KOiz/LeDTJP2OpDpjzPvGmF8wxgwP7Q8AAACSyvm2Dr2285gzl5ke04rFU0NoBADA0FPuu/W7uqH3F7b/WIp3ug+w8FkpI7sfzQAAiIj8r0nj5rhzJ3ZIx7bd8HTcxr0Hv0sLS/tZDgCAaCgr9LjDhqSquqpgiwAAAAAAIoPB7x6stQettf/eWjtL0sOSvi/pkvyHwO+T9NeSjhtj/toYc39o5QEAQFLYtP2Y2jriztyTCyZrZFZGCI0AABh6Vi6eqsx0948tXttxTBfaewx4W3vT7aTXKV4zgHYAAESAMf7fB3v5vvr58c919OJR51sXT1isWaNn9bcdAACRcOeUOzVp+CRnbmvTVh1qPhR8IQAAAABA0mPw+yaste9ba39B0mRJf1fSB1de6jkALt04AJ4j6RckvWeMqTPG/E4IlQEAQBJYV13vlVvtuekUAIAoGpWdoSfumOzMtXZ0adP2HkNnR7dKJ3e7TzJhvjR1yQAbAgAQAYu/JZk0d277Oqmj7bqnfDeTsu0bAJDK0mJpWlW4yiu7fr/fnTQAAAAAAKmNwW8P1tqL1tq/sdY+JGm2pN+TdFD+W8BnSfrd0AoDAIAhq66pRTVHzjlz+WOyddesccEXAgBgCPO9CGpddcP1T/Rn27fp7dpuAABSRO5kac5j7lzbOenL137+5fnL5/X24bedb8tKy9KyGctuoSAAAMmvdHapV25D3QZ1xbuCLQMAAAAASHoMfveTtfaQtfb3rLWFkh6U9LeSLurmQ+AAAACSpIqeg2l9eG5pvmIxBtEAAKnt7tnjlDc625nbcvis9p+80P1FR6u042X3wWPp0qJv3mJDAAAioHiNX+6aC6s2H9ys9q5251sem/6YcoblDLQZAACRUDCyQCWTSpy5ptYmfXL0kxAaAQAAAACSGYPft8Ba+6G19pckTZb0i5Lev/KS6fFPAAAAdXTF9fLWRq/ss0vyA24DAMDQF4sZPbvU73vizy+u2v2q1N7sfsNty6ScCbfQDgCAiJjzhDTc445T+9+Vmru/31bVVXkdumxO2S0UAwAgOkoLS71yvt9jAQAAAACpi8HvBLDWXrLWfs9a+7C6t4AfvfrS4LUCAABDzQdfntSpC+6NaPcUjlPB2OEhNAIAYOgr9xz8fnlrgzq74lLN9/0O7LvdFACAqEsfJi36lkfQStt+qLqzddpxaocznZeTp6WTlt56PwAAIuCx6Y9peLr7Z77v1b+nc23ngi8EAAAAAEhaDH4ngDEmyxjzgjHmLUnvSZpy9aVBrAUAAIaYii31XrnypQUBNwEAIHkUjB2ub8xybyE92dKuz2tqpIMfug86YqJU+FgC2gEAEBHFL/jlal5UVV2lV7S0sFQxw68gAACQpOEZw7Vs5jJnriPeoU0HN4XQCAAAAACQrPip6y0wxtxjjPlLScclfU/Sw+r+b2rE0DcAALjGqQvtemd3kzOXm5WuZQsmh9AIAIDkUV7it/X79E/+Vl4331r8LSkt/dZKAQAQJZPukKYWO2MdZw9q4z734LeR0arZqxLRDACAyCgrLPPKVdVVBVsEAAAAAJDUGPzuJ2NMgTHm3xlj9kr6UNLflTRSXw172x4PAAAAVdU0qjPu/miwYvFUZWWkhdAIAIDk8eSCKcrJvPmgtlFcRWde8ztg8ZoEtAIAIGKK3Fu/PxqerTMdLc7cXVPu0pScKc4cAACpZPGExZoxcoYzt+fMHu0+vTv4QgAAAACApMTgtwdjTJYxZo0x5m1JByX9B0mF6n3Y+7q3XnkcuvIeAACQgqy1Wldd75VdXVIQcBsAAJJP9rA0rVh88+Gxu2K7VWBOug+W/zVpwtwENQMAIEIWPielZd40UpkzwutQpYWlCSgEAEC0GGO8v0ey9RsAAAAA0BcGv2/CGHOvMeb/Sjou6W8lPaTu/2Y+w96tkr4v6RFr7Sxr7e+FVhwAAAwp2xuatffEBWfutkk5Wpw/KoRGAAAkn3LHxVHlaR/4HchjmykAACkpe4w0/+k+Xz6VFtNHw7Odh8kdlquHpz2cyGYAAETGytkrlWbcd3zcdHCTLnddDqERAAAAACDZMPjdgzGmwBjz28aYvZI+kPRLkkbqxu3eN7z1yuMnkv6+pMnW2l+w1r4XTnMAADBUVWzx2/ZdvrRAxpiA2wAAkJyKC0arcGJOr6/l6pKein3mPkh6trTgmQQ3AwAgQorX9PnSqyNGqMvj76xPzXxKWelZiWwFAEBkTBg+Qffk3ePMNbc36716fs0MAAAAALgRg9+SjDHZxpg1xpi3JR2U9HuSCnXjsHdf270bJf1nSbdZa++z1v61tda91hMAAEReW0eX1tcedebSY0alxXkhNAIAIDkZY1S+NL/X155O+1RZpsN9kNtXSlncXQMAgD7NfEAaeeP3WyupKneE1yHKCssSXAoAgGjx/V5ZWVcZcBMAAAAAQDJK6cFvY8x9xpi/knRc0t9Kekjd/018hr3bJf1I0hOSpltrf9taWxdWdwAAkBze2HVcLW2dztxD8yZqQm5mCI0AAEheZUvylBa7cdPo6rQP/A5wky2mAABAUixNKvr2DU/vyBym/cOGOd8+Z8wc3T7u9iCaAQAQGQ/kP6AxmWOcuU+PfqrjF4+H0AgAAAAAkExSbvDbGDPNGPM7xph9kt6X9IuScnXjdu8b3nrl8bmkfyxpirX229bat6y1veUBAABUUd3glVtdUhBwEwAAkt/E3Cw9NHfCdc8VmgYVxzyuwx49XZp+b0DNAACIkF4Gv6ty/LZ9l84ulTE3XqQFAAC+kpGWoeWzljtzcRvXxv0bQ2gEAAAAAEgmKTH4bYzJNsZ8xxjzjqQDkn5X0mzdOOzd13bv45L+q6TbrbV3WWv/j7W2Oaz+AAAgOTWcvaSf7D/lzI3PGaYHewyxAQCA3pX3uFiq3Hfbd9ELUiwlfgwCAMCtGTtTmnHfz79sNUavewx+p5t0PT376SCbAQAQGaWFpV65qroqsYMMAAAAAHCtVPmN5wlJfyPpQXX/mX2GvTskvSzpaUkF1trftNbuCakvAACIgJe3NMrnZ/LPLMlXRlqqfCwDAODWPDxvosaNGCZJSlennkn7yONdRip6PthiAABESfGan//r28OzdcHj4qkHCh7Q2KyxQbYCACAy5o6dq9vH3e7MHWk5oq1NW0NoBAAAAABIFqkyYZRz5Z/XDnz3dHXge6ukX5U01Vpbbq19zVobD6cmAACIinjc6qWt9V7Z8qX5AbcBACA6MtJiKivOkyQ9GNumCea8+02zHpBGTwu4GQAAETJ/pTQsV5K0PjfHEe5WVlgWZCMAACKnP1u/AQAAAAC4KlUGv6/qa7v3KUnflbTYWltirf0Ta+2ZsMsBAIDo+OnB06o/0+rMFRWM1pxJuSE0AgAgOspLCiRJq9Pe93tD8XcC6wIAQCQNGy4teEYN6Wn6LDvLGR+fPV735N0TQjEAAKLjqZlPaVhsmDP3xqE3dLHjYgiNAAAAAADJINUGv68ykrokrZdUJinPWvvr1todg1sLAABERUV1g1euvIRt3wAA9Nfcybm6f2pcD8VqndnOjFxp3vLgSwEAEDXFa7Qhx2/b94pZK5QeSw+4EAAA0TIqc5QenvawM9fa2ao3D70ZQiMAAAAAQDJIpcHvq9u9d0r6l+oe9i6z1q631nYObjUAABAl59s69PrOY85cZnpMKxZPDaERAADR888n1CjDdDlzn+U8LGVkh9AIAIBoiect1fpRo7yypaPmBdwGAIBoKiss88pV1VUFWwQAAAAAkDRSZfD7jKQ/kVRirV1srf0ja+3JwS4FAACi6dVtx9TWEXfmnlo4RSOzMkJoBABAxFirolOvekW/e+rramnrCLgQAADR8/mJn+mox28QFre1a9a+94IvBABABN055U5NHjHZmdvatFWHmg8FXwgAAAAAMOSlyuD3FGvtr1prtw52EQAAEH0VW+q9cuVL8wNuAgBARDVuVdrpL52xPfEC/axjhjZtd9+JAwAAXK9yX6VXrqzlgrR9ndTRFnAjAACiJy2WppWzV3pl1+9fH3AbAAAAAEAySInBb2stq70AAEAo6ppaVHPknDOXPyZbd80aF3whAACiqHatV6yi6wFJRhVbGoLtAwBAxJy/fF7vHHnHmcuKx/XExUtS2znpy9eCLwYAQASVzi71ym2o26CueFewZQAAAAAAQ15KDH4DAACEpaLab7DsuaX5isVMwG0AAIigjlZpx8vumE1TZde9kqQth8+qrulC0M0AAIiMzQc3q72r3Zl7/OIl5Vjb/UWN34VZAADgegUjC1QyqcSZa2pt0idHPwmhEQAAAABgKGPwGwAAIEE6uuJ6eWujM2dM9+A3AAAYgN2vSu3Nztg78SU6o5E///oltn4DAOCtqq7KK1d64eJXX+x/V2rm+y0AAANRNqfMK1dZVxlwEwAAAADAUMfgNwAAQIJ88OVJnbrg3oh29+xxyh8zPIRGAABEUM33vWIVXfdf9/XLWxvU2RUPohEAAJGy7+w+7Ti1w5nL7+jQ0rZr/w5spW0/DK4YAAAR9ui0RzUiY4Qz9179ezrbdjaERgAAAACAoYrBbwAAgARZV13vlVtdUhBwEwAAIursYengB85Ykx2t9+NF1z13sqVdH+w9GVAxAACiw3fb96oLF2/8BUPNi5K1ia4EAEDkDc8YrmUzljlznfFOvXbwtRAaAQAAAACGKga/AQAAEuDUhXa9u6fJmcvNStcTd0wOoREAABHkuUX0la571aW0G56vqG5IdCMAACKlI96hVw+86swZa7Wq5eKNL5w9KB3+JIBmAABEX2lhqVfO9yItAAAAAEA0MfgNAACQAFU1jeqMu7earVw8VVkZNw6iAQAAh3i8e4uoh4quB3p9/u3dJ3T6QnsiWwEAECkfNnyoM21nnLm72to0paur9xdr1ia4FQAAqWHxhMWaMXKGM7fnzB7tPr07+EIAAAAAgCGJwW8AAIBbZK3Vuup6r2x5SUHAbQAAiKhDH0nNR5yxrfFC7bd5vb7WGbeqqj2a6GYAAESG7wbRst62fV/1RZXU3pKQPgAApBJjjPfW78q6ymDLAAAAAACGLAa/AQAAbtH2hmbtPXHBmbttUo4W548KoREAABHkuT10XdeDN329orpe1rrv0gEAQKo51XpKHzV85MzldsX18KVLfQc6Lkm7GEYDAGAgVs5eqTTjvmPkpgOb1N7FHa0AAAAAIBUx+A0AAHCLvLd9Ly2QMSbgNgAARFBbs7R7gzumYXq1666bZvYcb9HOxvOJagYAQGS8uv9VddkuZ+6pixeV6bqGqubFxJQCACDFTBg+Qffk3ePMnb98Xu/VvxdCIwAAAADAUMPgNwAAwC1o6+jShm1Hnbn0mFFpcV4IjQAAiKCdL0udbc7YkcmP6YKGO3O+F20BAJAqrLWqrPPb0l1mc9yh+p9Kp/bdYisAAFJTWWGZV66qrirYIgAAAACAIYnBbwAAgFvwxq7jamnrdOYenjdRE3IzQ2gEAEAEeW4NnXD/31NazH13jfW1jWrrcG80BQAgVew4tUMHmg84c3PGzNHtC573O2gtW78BABiIB/If0JjMMc7cJ42f6PjF4yE0AgAAAAAMJQx+AwAA3IKK6gavXHlJQcBNAACIqKbdUmO1Ozd6usbMe0gPzZ3ojJ5v69SbX5xIQDkAAKLBe9t3YZlM8Qt+B639odTlvlAaAABcLyMtQ8tnLXfmrKw27t8YQiMAAAAAwFDC4DcAAMAANZy9pJ/sP+XMjc/J1INzJ4TQCACACKpZ65crXiPFYiovyfeKV1TX30IpAACio7WzVZsPbnbm0k169xDamBnSjPvcB75wXNr/zq0XBAAgBZXNKfPKVdVVyVobcBsAAAAAwFDC4DcAAMAAvbylUT4/U39mSZ4y0vjYBQBAv3V1SNt/7BE00uLnJUkPz5uo8TnDnO/4uO6UGs+13mJBAACS39uH39aFjgvO3IMFD2ps1tjuL4rX+B3c9wIuAABwndvG3Kbbx93uzB1pOaItJ7aE0AgAAAAAMFQwgQQAADAA8bhVxRa/TaHlS/02jwIAgB72vSldPOnOzXpQGl0gScpIi6m0KM/5FmulV7Y03GJBAACS3/q69V650sLSr76Yv1Ialut+05evSxdPD6wYAAAprqzQf+s3AAAAACB1MPgNAAAwAD89cFoNZ91bQosKRmvOJI9fhgMAgBvVvOiX67F1tLykwOttFVsaFI9zS2wAQOpqaGnQZ8c/c+bGZ4/XPXn3fPXEsOHSgmfcJ4h3SDvW3UJDAABS15Mzn9SwmPuOVm8eflMXOy6G0AgAAAAAMBQw+A0AADAAFZ4bQld7Dp4BAIAeLjRJeze7c1mjpHnLr3tq7uRcLS4Y7XzrkTOX9NnBMwMsCABA8lu/32/b98rZK5UeS7/+yeLv+J2kZm33rTYAAEC/jMocpUemPeLMtXa26s1Db4bQCAAAAAAwFDD4DQAA0E/n2zr02o5jzlxmekxPL54SQiMAACJo+48l2+XOLXhOysi+4enypflep6nYUt/fZgAARELcxrW+zm/wu7Sw9MYn80uk8be533xip3RsW//KAQAASX18D+5FZV1lsEUAAAAAAEMGg98AAAD99Oq2Y2rvjDtzTy2copFZGSE0AgAgYqzt3g7qo3hNr0+vWDxVmenuH3u8tuOYWto6+tMOAIBI+OzYZzp20X1Rc9GEIs0cNfPGF4zp8/vwDXy/rwMAgOvcOeVOTR4x2ZmraarRoeZDwRcCAAAAAAw6Br8BAAD6aV2132ZQ302jAACgh8at0sk97tzE26Wpxb2+NCo7Q8sWuH853tYR16bt7qE3AACipqquyit3002ji74lmTT3QXZUSB1tXucDAABfSYuladXsVV5Z3+/tAAAAAIDkxuA3AABAP+w70aLa+nPOXP6YbN01a1zwhQAAiKKa7/vlitd0bxvtw+qSAq/D+F7UBQBAVJy/fF7vHHnHmctOz9YTM57oO5A7SZrzuPuEbeekLzf5FwQAAD+3qtBv8Hvj/o3qjHcG3AYAAAAAMNgY/AYAAOiHii0NXrnypQWKxfoeRAMAAH24fEna+bI7F0uXFn3zppFvzBqnvNHZzkNtPXJOdU0XfBsCAJD0Nh/crPaudmfusemPKWdYzs1DxS/4nbTmRb8cAAC4TkFugb42+WvOXFNrkz45+kkIjQAAAAAAg4nBbwAAAE8dXXG9srXRmTNGenZpXgiNAACIoD2vSu3n3bnblkkjxt80EosZPbc03+u0FVvY+g0ASB2V+yq9cqWFpe7QnCek4Tf/nixJ2v+u1Ox3MTUAALie1/dkSVV1VYH2AAAAAAAMPga/r2GMmWSMecYY87vGmP9ljFlrjHnNGPPulccfD3ZHAAAweN7/8qROXXBvRLtn9njljxkeQiMAACKo5vt+ueLveMV8B79f2dqozq6437kBAEhi+87u087TO525/Jx8lUwqcR8wfZi0+FseZ7ZS7Q89cgAAoKdHpz2qERkjnLn36t/T2bazITQCAAAAAAyWlB/8NsZMN8b8N2PMAUlHJVVI+h1J/0TS85KekPTAlUexx/FWGWN+tcfD+T4AADD0VVT7bQItL/EbMAMAAD2cPSwd/NCdy5kkFT7qdciCscN19+xxztzJlnZ9sPek1zEBAEhmvptASwtLZYzxO2jRC3652rVSnAutAADor+EZw7VsxjJnrjPeqdcOvhZCIwAAAADAYEnZwW9jzGxjzMuS6iT9C0kzJBnHw8cUSd+V9EfXPP5TAqsDAIBBcLKlXe/uaXLmcrPS9cQdk0NoBABABNX+wC+3+FtSWrr3YX0vyqqobvA+JgAAyagj3qFXD7zqzBkZrSpc5X/gSbdLU5e4c2cPSUc+8T8uAAD4udLCUq/cK/tekbU22DIAAAAAgEGTkoPfxpi/J6lGUqmkNHUPddubPHTNP13+VtIZXT8w/qgxhgkwAACSWFVNozrj7o8DKxdPVVZGWgiNAACImHjcf/C7aE2/Dr3sjinKzXQPir+9+4ROX2jv17EBAEgmHzZ8qDNtZ5y5b0z9hiaP6OePtIs9t37XvNi/4wIAAEnS4gmLNXPUTGdu79m92n1mdwiNAAAAAACDIaUGv40xMWPM9yT9haQcXT/w3etb+nsOa22rpP979csr/0yT9O3+HgsAAAwN1lqtq673yq4uKQi4DQAAEXXoQ6n5iDuX/3Vpwm39OnT2sDStKJrqzHXGrSprGvt1bAAAkknVviqvXFlhWf8PvuA5KT3LnfuiSmpv6f/xAQBIccYY763fVXVVgXYBAAAAAAyelBr8lvQ9SWvU+8D3tRu6uySdvIXz/LiX5568heMBAIBBtK2hWfuaLjhzt03K0aL8USE0AgAggny3f/puE+2hfGm+V+6lLQ3cEhsAEEmnWk/po8aPnLncYbl6aNpD/T9B9mhp3tPuXMclaVdl/48PAAC0YtYKpRn3HSc3Hdik9i7uaAUAAAAAUZQyg9/GmF9X99bt3ga+uyT9UNK3JOVba4dZa/t5H8uvWGtrJF1dU2avnONuY8ywgR4TAAAMnop+bPs2pt83DAEAAK3npN0b3Ln0bOmOZwZ0iqKC0ZozMceZ23O8RTsamwd0DgAAhrKN+zeqy3Y5c8tnLldmWubATlK8xi9Xs3ZgxwcAIMVNGD5B9+bd68ydv3xe79W/F0IjAAAAAEDYUmLw2xgzU9J/1PUD31L3QPZrkmZba1+w1q6z1h5N0Gk3Xjn+VVmS7k7QsQEAQEjaOrq0YZv740F6zKi0OC+ERgAARNCuV6TONnfu9lVS1sgBncIYo/ISv63fFdUNAzoHAABDlbVWVXVVXtnSOaUDP9HMB6RRBe5c/WfSqX0DPw8AACmsrLDMK1e1ryrYIgAAAACAQZESg9+SfltS9jVfXx3I/j1r7dPWWr81nv3zeS/PFQdwHgAAEKA3dh1XS1unM/fwvIkanzPAjWgAAKQ6362fvltE+1BWnK+0mPvuHOtrG9XW4d6ICgBAsth+arsONB9w5m4bc5tuH3v7wE8Ui0lF3/bLsvUbAIABuT//fo3NGuvMfXL0Ex2/eDyERgAAAACAMEV+8NsYM0rSC/pq27e58u//21r7ewGeelsvz80L8HwAACAA66r9rg9bXeKx0QwAANyoabfUuMWdGz1dmn7PLZ1qQm6mHpo70Zk739apN784cUvnAgBgKPHe9l1YKmPcF0ndlO/g97YfSl3uC60BAMD1MtIytHzWcmfOymrD/g0hNAIAAAAAhCnyg9+SVkka1uO5Bkm/EfB5v5DU86fWDH4DAJBE6s9c0if7Tztz43My9eDcCSE0AgAggvqz7Tt26z/GWF2S75Wr8Lz4CwCAoa61s1WvH3zdmUuPpXsNkTmNmSHNuM+du3BC2v/OrZ8PAIAUVFZY5pWrqquStdYdBAAAAAAkjVQY/H7gmn+/uu37D6217UGe1FrbKenqpJi9cu6pQZ4TAAAk1stbG+TzM/Fnl+QpPS0VPlYBAJBgXR3S9h97BI20+PmEnPKheRM1Pqfn9eE3+rjulBrPtSbknAAADKa3D7+tix0XnbkH8x/U2KyxiTlp8Xf8cjXfT8z5AABIMXPGzNEd4+5w5upb6rXlhMddtgAAAAAASSMVJpQW9vLc+pDO3dzj69yQzgsAAG5RPG5VUd3glS333BwKAAB62PemdPGkOzfrQWl0QUJOmZEWU1lxnjNnrfTyFr/PAgAADGVVdVVeubI5fptDvcxfIWWOdOe+3CxdPJW48wIAkEL6s/UbAAAAABAdqTD4PV3dG7evOmGtDes3t83q3vR9FYPfAAAkiZ8eOO215bN42mgVTuRbPAAAA1Kz1i9XvCahpy0v8Rsif2lLg+JxbokNAEheDS0N+vz4587chOwJunvq3Yk78bDh0oJn3Ll4h7R9XeLOCwBACnly1pPKTMt05t48/KbX3T8AAAAAAMkhFQa/r64VuTqAfSLEc6f1+DojxHMDAIBbsK663itXvjQx20cBAEg5LSekvW+4c1mjpHlPJ/TUt03K1eKC0c7ckTOX9NnBMwk9NwAAYVq/3+/mlytmr1B6LD2xJy/yvHCrZm33rTYAAEC/jBw2Ug9Pe9iZa+1s1RuHPP7+DQAAAABICqkw+N1z+LojxHOP1fXbxttCPDcAABig820den3ncWcuKyOmpxdPCaERAAARtP3Hku1y5xaWSxlZCT/96pJ8r1yF58VgAAAMNXEb1/o6v8Hv0sLSxBfIL5HGz3XnmnZJx2oTf34AAFJAWWGZV66qrirYIgAAAACA0KTC4PelK/+8OoA9LsRzj+/xNWvCAABIAhu3HVV7Z9yZe3LBFI3M4oYeAAD0m7VS7Yt+2aIXAqmwYvFUZaa7fyzy2s5jamkL8xpyAAAS47Njn+nYxWPOXNGEIs0cNTPxBYyRij2/j9d4fi4AAADXuXPKnZoywr2cpKapRgebD4bQCAAAAAAQtFQY/G7q8fVkY0zPLeAJZ4yZKynn6pfqHjxnTRgAAEmgorrBK1fuuSkUAAD00LhFOrnHnZt4hzS1OJAKI7My9OSCyc5cW0dcr253D80BADDUVNZVeuXK5vhtCh2QRd+SfH4cv2Od1MENMwEA6K+YiWlV4SqvrO+dQAAAAAAAQ1sqDH7vV/fg9VVZkr4ewnnv7eW53SGcFwAA3IJ9J1pUW3/OmSsYm627ZoZ5IxEAACKkZq1frviF7m2hASkvKfDKVVRzHTcAILk0tzfrncPvOHPZ6dl6YsYTwRXJnSTNedyda2uWvtwUXA8AACJs1Wy/we8N+zeoM94ZcBsAAAAAQNBSYfB7Sy/PrQjhvM/38tznIZwXAADcgootftu+n1tSoFgsuEE0AAAi6/IlaefL7lwsXVr0zUCrfGPWOOWNznbmth45p7qmlkC7AACQSJsPbtbl+GVn7rHpj2lExohgyxSv8cv5XhgGAACuk5+br69Pdu89O9l6Up8c/SSERgAAAACAIKXC4PcH1/y7Vff2739kjMkN6oTGmCJJD18537XeCOqcAADg1nV0xfXKVvfgtzHSs0vzQmgEAEAE7d4otZ93525bJo0YH2iVWMzouaX5Xlnfi8MAABgKquqqvHKlhaWB9pAk3faENNzje/r+96Rz3GUDAICB8P2e7vsZAQAAAAAwdKXC4Pd7kk73eG6UpD8I4mTGmDRJ/+vap9Q9AP65tZafWgMAMIS9/+VJnbrg3oh2z+zxyh8zPIRGAABEUK3nNs/i7wTb4wrfwe9XtjaqsysecBsAAG7dvrP7tPP0TmeuILdAJZNKgi+UliEt/pZH0ErbfhR4HQAAoujR6Y963cXjvfr3dLbtbAiNAAAAAABBifzgt7W2U9L/U/cAtnT91u9fCOCUvy/pHt247fvPAjgXAABIoHXVftdolZf4DYgBAIAezh6SDn7ozuVMkgofDbyOJBWMHa67Z49z5k62tOuDvSdDaAQAwK3x3eS5avYqGWPcwUQoesEvV7tWinOhFQAA/ZWdnq1lM5Y5c53xTm06sCmERgAAAACAoER+8PuK/yHp4jVfXx3+/itjzG8m4gTGmJgx5k8l/UvdOPS9X9IPEnEeAAAQjJMt7Xp3T5Mzl5uVrifumBxCIwAAIqj2h365xd+S0tKD7XKN1SUFXjnfi8QAABgsHfEOvXrgVWfOyGhV4aoQGl0x6XZp6hJ37uwh6cgngdcBACCKyuaUeeUq6yplbc9fZwMAAAAAkkVKDH5ba49L+j19tfXbqHs4OybpPxtjPjXG3D/Q4xtjVkj6maR/dM05rj3Pr1/ZPA4AAIaoqppGdcXdP+xeVTRVWRlpITQCACBi4nGp1vOa6KI1wXbpYdmCycrNcg+av7O7SacvtIfQCACAgfmw4UOdaTvjzN099W5NHhHyRc3Fnt/fa9YG2wMAgIhaNH6RZo6a6cztPbtXu8/sDqERAAAAACAIKTH4fcV/l/S2vhrGvvafd0p6zxiz3xjz34wx3zbG9LZ+JNMYc4cx5v4rmT83xuyTVCWp6Jpj6pp//0trrXvFCgAAGDTWWu8NnuVL/TaCAgCAHg59KDUfcefyvy5NuC34PtfIykjTisVTnbnOuFVlTWMIjQAAGJiqfVVeudLC0kB79GrBs1J6ljv3xXqp7XzwfQAAiBhjjMoKPbd+76sMuA0AAAAAICgpM/htu+9X9U1JO3T9gPa1g9ozJf0LSd9X9wbvq89f/WeJpO2S3ruS+QeSZl957dpjXvWepF9J8B8FAAAk2LaGZu1ruuDMzZ2Uq0X5o0JoBABABPlu7/TdBppgq0v8Lu6qqG7gltgAgCHpVOspfdT4kTM3cthIPTTtoRAa9ZA9Wpq/wp3ruCTtYhgNAICBWDF7hdKM+46Vrx18Te1d3NEKAAAAAJJRygx+S5K19qykhyV9pq8GuqXuge2rD3PNoyfTy+Pa916be1tSqbW2I7F/CgAAkGje275L8mVMbx8RAADATbWek3ZvdOfSs6U7/LaTJdri/FGaMzHHmfvyRIt2NDaH0AgAgP7ZuH+jumyXM/fUzKeUmZYZQqNeFL3gl6t9MdgeAABE1Pjs8bov7z5n7vzl83rvyHshNAIAAAAAJFpKDX5LkrX2tKQHJP1ZXxHdOMjd22u9Za4Og/9PScutte7VoQAAYFC1Xu7Sxtqjzlx6zKisOC+ERgAARNDOl6XONnfujlIpa2TgdXpjjPHe+u170RgAAGGx1qqyzm9LdtmcwbnISpI08wFplMf32/rPpJN7g+8DAEAElc4p9cpV1VUF2gMAAAAAEIyUG/yWJGvtZWvtP5X0oKTP1feG75sNeV/r6vu3S3rYWvtrbPoGACA5vLHruFraO525R+ZP1LicQdqIBgBAsqtZ65fz3QIakNLiPKXF3Hf32FB7VG0d7o2qAACEZfup7TrYfNCZu23MbZo/dn4IjfoQi0lF3/bL1np+fgAAANe5P/9+jc0a68x9cvQTHb94PIRGAAAAAIBESsnB76ustR9Za78h6SFJP5DUoq+GuK99XKvnax2SXpO0UlKxtfb9UMoDAICEqNjit7GzfKnfBlAAANDDiS+ko1vduTEzpOn3BF7nZibkZurheROdufNtnXpjF78cBwAMHZX7PLd9F5bJGPdFToHyHfze9iOpy32hNgAAuF5GLENPz3rambOy2rB/QwiNAAAAAACJlNKD31dZaz+w1q6RNE7SfZL+haS/kvSmpFpJ+yQdlLRb0qeS1kn6j5JWSJpgrX3aWvuqtfZmW8EBAMAQU3/mkn5Sd9qZm5CbqQfnTgihEQAAEVT7ol+u6IXuLaCDrHxpvlfupS0NATcBAMBPa2erNh/a7Mylx9K1fNbyEBo5jJkhzbjPnbtwQqp7O/A6AABEUWlhqVeuqq5K/IobAAAAAJJL+mAXGEqstV2SfnLlAQAAIs53YOuZ4jylpw3+IBoAAEmnq6N7W6eTkRY/H3gdHw/Nm6jxOcN06sLlm+Y+rjulxnOtyhudHVIzAAB69/bht3Wx46Iz91DBQxqTNSaERh6KvyMd+sidq10rzV0WfB8AACJmzpg5WjBugXae3nnTXH1Lvbac2KKSySUhNQMAAAAA3CommAAAQEqKx6334Hd5id/mTwAA0MPeN6RLp9y5WQ9KowsCr+MjIy2msuI8Z85a6WW2fgMAhoCquiqvnO/mz1DMXyFljnTnvnxduujxWQIAANzA93t/ZV1lsEUAAAAAAAnF4DcAAEhJnx44rcZzrc5c8bTRKpyYG0IjAAAiqPZFv1zxmmB79FN5id8QesWWesXj3BIbADB46lvq9fnxz525CdkTdPfUu0No5GnYcGnBM+5cvFPavi74PgAARNCTs55UZlqmM/fW4be87h4CAAAAABgaGPwGAAApqaK63iu32nPwCwAA9NByonvjt0vWKGne08H36YfbJuWqqGC0M1d/plWfHTwTfCEAAPqwYf8Gr9zK2SuVHksPuE0/FX/HL1eztvtWGwAAoF9GDhuph6c97My1drbqjUMef38HAAAAAAwJDH4DAICU09zaodd3HnfmsjJienrRlBAaAQAQQdt/LNkud25huZSRFXyffiovyffK+V5MBgBAonXFu1RVV+WVLS0sDbTLgOQtlcbPdeeadknHagOvAwBAFJUVlnnlKvdVBtwEAAAAAJAoDH4DAICU8+r2o2rvjDtzTy2YotysjBAaAQAQMdZ2b+f0Ubwm2C4DtGLxVGWmu39s8trOYzrf1hFCIwAArvfZ8c90/KL7oubiicWaMWpG8IX6yxj/zwG+nysAAMB17pxyp6aMcC83qT1Zq4PNB0NoBAAAAAC4VQx+AwCAlLOuusErV15SEHATAAAiqnGLdOpLd27iHdKUosDrDMTIrAw9uWCyM9fWEdem7cdCaAQAwPWSetv3VYu+KZk0d25HhdTRFnwfAAAiJmZiWlW4yivr+9kCAAAAADC4GPwGAAApZe+JFm2rP+fMFYzN1p0zxwZfCACAKKr5vl+ueE33ts8harXnRWDrqusDbgIAwPWa25v1zuF3nLns9Gw9MeOJEBoNUO4k6TaPfm3N0p5Xg+8DAEAErZrtN/i9cf9GdcY7A24DAAAAALhV6YNdYKgwxoyRNEvSSEmjJOUowYPx1trvJfJ4AACg/yo8B7PKlxYoFhu6g2gAAAxZly9JO15252Lp0qLVwfe5BXfNGqf8MdlqONt601zNkXOqa2pR4cTckJoBAFLd5oObdTl+2Zl7bPpjGpExIoRGt6DoBenL19y5mrXSwueC7wMAQMTk5+br65O/rs+Pf37T3MnWk/rk6Ce6P//+kJoBAAAAAAYiZQe/jTGZkp6TVCZpqaRpIZyWwW8AAAZRR1dclTWNzpwx0rNL80NoBABABO3eKF1ucefmPimNGB98n1sQixk9tzRf3317nzNbUd2gf/vU/BBaAQAgVdZVeuXKCssCbpIAtz0hjZggXTx589yB96Vz9dJovztyAACAr5QWljoHvyWpqq6KwW8AAAAAGOISutE6GRhjMo0x/0nSMXUPYpdJmi7JBPwAAACD7L09TTp1wb0R7d7C8cobnR1CIwAAIqjm+365ojXB9kiQZ5f4XQz28tZGdXTFA24DAIC09+xe7Tq9y5kryC3Q0klLQ2h0i9IypEXf9AhaadsPA68DAEAUPTr9Ua+7gLxX/57Otp0NoREAAAAAYKBSavDbGFMiaZukfyNptL4ayrYBPwAAwBCwrrrBK/cc274BABiYs4ekQx+5czmTpMJHA6+TCAVjh+uewnHO3KkL7frgS8emUgAAEqCqrsorV1pYKmOSZCdJ0Qt+udoXpTgXWgEA0F/Z6dlaNmOZM9cZ79SmA5tCaAQAAAAAGKiUGfw2xhRLelvSHN047A0AACKuqaVN733Z5MyNzErXE3dMDqERAAARVPsDv9zi56W09GC7JNDqkgKvXMWW+oCbAABSXUdXh9cwlpHRytkrQ2iUIJNul/I8tpOfPSQd/kngdQAAiKKyOWVeucq6SlnLr9ABAAAAYKhKicFvY8x4SW9IGnnlqd7+pmoCfAAAgEFWVdOorrj7h9Uri6YqKyMthEYAAERMPO4/+F28JtguCfbEHZOVm+UeVH9nd5NOXWgPoREAIFV92PChzrSdcebunnq3Jo9Isoua+7P1GwAA9Nui8Ys0c9RMZ27v2b3afWZ3CI0AAAAAAAORPOu1bs3vShqvrwa+TY9/P6/ubeDbJdVd+fqC2AYOAEAkWGtVUd3glfXd6AkAAHo4+IHU7LHxuuBOafyc4PskUFZGmlYunqoXPzty01xn3KqqplF//75ZITUDAKSayrpKr1zpnNJgiwRhwbPSG78ldbbdPLerSnryD6WskTfPAQCA6xhjVFZYpv+x5X84s5X7KnX7uNtDaAUAAAAA6K/ID34bY/Ik/bKuH+K26h74Pibp30paZ611/DQZAAAkq9r6c9rXdMGZmzspVwvzRoXQCACACPLdvum7zXOIKS8pcA5+S9K66nr9vXtnyhhuAAYASKyTl07q48aPnbmRw0bqoYKHQmiUYNmjpfkrpB0VN891tkq7KqWlvxBKLQAAomTF7BX6461/rC7bddPcpoOb9Btf+w1lpmWG1AwAAAAA4Cs22AVC8JSuH3C/+pvXTyXNt9Z+j6FvAACirWKL37bv8pJ8hrQAABiI1nPS7o3uXMZw6Y6ywOsEYXH+KN02KceZ23vigrY3NIfQCACQajYe2Ogc0pKk5bOWJ++QVvEav1zN2mB7AAAQUeOzx+u+vPucuZbLLXrvyHshNAIAAAAA9FcqDH4v6+W545KWWWvPh10GAACEq/VylzbWHnXm0mNGZcV5ITQCACCCdr4sdXpcU337KilrZPB9AmCMUfnSAq9sxZb6gNsAAFKNtVZVdVVe2dLC0kC7BGrG/dKoae5cw+fSyb3B9wEAIIJK55R65SrrKoMtAgAAAAAYkFQY/J5zzb8bSVbSf7DWtgxSHwAAEKI3dh1XS3unM/fI/Ikal5OkG9EAABhsvls3fbd4DlGlxXlKj7nvDrK+9qjaOtwbWQEA8LXt5DYdbD7ozM0dM1fzx84PoVFAYjGp6Nt+2Vq2fgMAMBD359+vsVljnblPj36q4xePh9AIAAAAANAfqTD4PVHdw95XWUkvD1IXAAAQsnXVfhs3V5f4bfAEAAA9nPhCOrrVnRszQ5p+T+B1gjQhN1MPzZvozLW0deqNXfxyHACQOP3Z9m2M+yKlIa3oeb/cth9JXe4LvQEAwPUyYhl6etbTzpyV1fq69SE0AgAAAAD0RyoMfve8XLneWntqUJoAAIBQ1Z+5pE/2n3bmJuRm6oHbJoTQCACACKp90S9XtEZK9kE0+V8sVlHdEHATAECquNRxSZsPbXbm0mPpWj5reQiNAjZmhjTzfnfuwgmp7u3A6wAAEEWlhaVeuaq6KsVtPNgyAAAAAIB+SYXB79Yr/7z62+WTg1UEAACE66UtfgNXzyzJU3paKnwsAgAgwbo6urdtOhn/7Z1D3INzJ2h8zjBn7if7T6nh7KUQGgEAou6dI+/oYsdFZ+6hgoc0JmtMCI1CULTGL1fz/WB7AAAQUXPGzNGCcQucuYYLDdpyYksIjQAAAAAAvlJhwunqoLe98s/MwSoCAADCE49b78Hv8qV+mzsBAEAPe9+QLnncVGv2Q9Ko/OD7hCAjLaZnlrj/LNZKL29pDKERACDqKusqvXK+mzuTwvwVUuZId27vZukiN/gEAGAg+rP1GwAAAAAwdKTC4PcufbXtW5ImDFYRAAAQnk8PnFbjuVZnbsm00SqcmBNCIwAAIqhmrV+u2HNrZ5IoX+o3xP7S1nrF49YdBACgD/Ut9frZ8Z85cxOzJ+ruqXeH0Cgkw4ZLC5515+Kd0vYfB98HAIAIenLWk8pMc+9Me+vwW153HwEAAAAAhCMVBr/f7/H1JGPMpMEoAgAAwrOuut4rV17Ctm8AAAak5YS07013LmuUNHd58H1CNGdSrooKRjtz9Wda9dODp4MvBACIrPV1671yK2avUHosPeA2IfO9cKzmxe5bbQAAgH4ZOWykHp72sDPX2tmqNw69EUIjAAAAAICPVBj8rpQU7/HcE4NRBAAAhKO5tUObdx535rIyYnp60ZQQGgEAEEHbfyTZLndu4WopIyv4PiFb7XnxWEV1Q8BNAABR1RXv0vr9foPfpYWlwZYZDHlLpQnz3LmmXdLRmuD7AAAQQWWFZV65yn2VATcBAAAAAPiK/OC3tfaQuoe/jSR75Z+/NoiVAABAwDZuO6r2zp7Xfd3oqYVTlJuVEUIjAAAixtru7Zo+il8ItssgeXrxFGVluH+s8vrOYzrf1hFCIwBA1Hx2/DMdv+i+qLl4YrFmjJoRfKGwGSMVeX6OqPX8XAIAAK5z55Q7NWWEezlK7claHWg+EEIjAAAAAIBL5Ae/r/hNSa3XfL3YGPN3B6sMAAAIVsUWv82a5Uv9NnUCAIAeGqqlU1+6c5MWSFOKAq8zGEZmZejJBe5fjrd1xPXqtmMhNAIARE3VviqvnO+mzqS0+FuSSXPndlRIHa3uHAAAuE7MxLSqcJVXdn2d351IAAAAAADBSonBb2vtAXVv+b526/efGmPuG8xeAAAg8faeaNG2+nPO3LSxw3XnzLHBFwIAIIpqvu+XK3qhe1tnRJUvzffKVWypD7gJACBqmtub9c6Rd5y57PRsPT7j8RAaDZKcidJtT7hzbc3Snk3B9wEAIIJWzfYb/N6wf4M6450BtwEAAAAAuKTE4LckWWv/UtIf6Kvh70xJrxlj/t6gFgMAAAlVUe03WPXc0nzFYtEdRAMAIDCXL0k7X3HnYhnSotXB9xlEd80ap/wx2c5czZFzqmtqCaERACAqXj/4ui7HLztzj09/XCMyRoTQaBAVr/HL1awNtgcAABGVn5uvr0/+ujN3qvWUPjn6SQiNAAAAAAA3kzKD35Jkrf0tSf9G3YPfVtIISX9hjHnXGPPUoJYDAAC3rKMrrsqaRmfOGOlZzw2dAACgh90bpMseQ8xzl0kjxgffZxDFYkbP+W79rm4IuA0AIEqq6qq8cqWFpYH2GBLmPC6NmODOHXhfOsddNgAAGAjfzxSV+yqDLQIAAAAAcEof7AJhMMb8nWu+PC5praS/o+7hbyPpAUkPGGPOSfpE0jZJpyWdk9SVqB7W2u8l6lgAAOBG7+1p0qkL7o1o9xaOV95o93ZOAADQC99tmsXfCbbHEPHc0nz98Tv7ZO3Ncy9vbdRvPDFXGWkpdQ0+AGAA9p7dq12ndzlz03KnaemkpSE0GmRpGdKib0qf/okjaKVtP5Qe+Neh1AIAIEoenf6o/vNn/1kXOi7cNPd+w/s603ZGY7PGhtQMAAAAANBTSgx+S/obdQ959+bq8LckjZH01JVHEBj8BgAgQOs8N2mWlxQE3AQAgIg6c1A69JE7lzNZmv1I8H2GgPwxw3XP7PH6uO7UTXOnLrTrgy9P6tHbJ4XUDACQrPqz7dsY4w5GQfEaj8FvdV+gdt9vSDEutAIAoD+y07O1bOYyvbT3pZvmOuOd2nRgk75ze2pc7A0AAAAAQ1Gq/fTTXPO49mt7zcME9AAAAAFqamnTe182OXMjs9L1OANXAAAMzLYf+uUWf0tKS5VrzaXyknyv3Lrq+oCbAACSXUdXh17d/6ozFzMxrZi9IoRGQ8TE+VKex3bzc4elwz8Jvg8AABFUWljqlausq5R13fYKAAAAABCYVBv8vnbA+1rXDmfbAB4AACBgVTWN6oq7v+2uKspTVkZaCI0AAIiYeFyq/YFftnhNsF2GmCfumKzcLPeg+7t7mnTqQnsIjQAAyerDhg91tv2sM/eNqd/Q5BGTQ2g0hPh+vqhZG2wPAAAiatH4RZo1apYzt+/sPn1x5osQGgEAAAAAepNqg9/XYkAbAICIsNZqXXWDV9Z3IycAAOjh4AdSs8fG6oI7pfFzgu8zhGRlpGnl4qnOXGfcqqqmMYRGAIBkVVlX6ZXz3cgZKQueldKz3Lkv1ktt54PvAwBAxBhjvD9jVO2rCrQLAAAAAKBvqTT4bQbxAQAAAlRbf051TRecuXmTc7Uwb1QIjQAAiCDf7Zkptu37qtUlBV65ddX13BIbANCrk5dO6qPGj5y5UZmj9HDBwyE0GmKyRknzV7pzna3SrleC7wMAQAStmL1CacZ9x8xNBzepvYs7WgEAAADAYHDfhzgaHhrsAgAAIDj+274LZAzXZAEA0G+tZ6XdG925jOHSHWXB9xmCFuWP0m2TcrT3xM0vRtt74oK2NzRrccHocIoBAJLGxgMbFbdxZ+6pmU9pWNqwEBoNQcUvSDvWuXM1L0pLfzHwOgAARM347PG6L/8+vV///k1zLZdb9O6Rd/XkzCdD6QUAAAAA+EpKDH5baz8Y7A4AACAYrZe79Oq2o85cesyotGhqCI0AAIignS9LPpu8bi+VMnMDrzMUGWO0uqRA/9+m3c7suup6Br8BANex1qpyX6VXtqwwNS+ykiTNuF8aNU1qPnLzXMPn0skvpQlzw+kFAECElBaWOge/JamqrorBbwAAAAAYBLHBLgAAAHArNu86ppb2Tmfu0fmTNC4nM4RGAABEUM1av1zxC8H2GOJKi/OUHnPfXWTDtqNq6+gKoREAIFlsO7lNh84fcubmjpmr+ePmB19oqIrFpKJv+2V9P78AAIDr3J9/v8ZmjXXmPj36qY5dOBZCIwAAAADAtRj8BgAASa2iusErV16SH3ATAAAi6sQu6WiNOzdmpjT9nuD7DGHjczL18LyJzlxLW6fe2HU8hEYAgGRRVVfllSubk8Lbvq/yHfze9iOpqyPYLgAARFBGLENPz3rambOy2rB/QwiNAAAAAADXYvAbAAAkrfozl/TJ/tPO3ITcTD1w24QQGgEAEEE1L/rlil6QjHvbddSVlxR45XwvXgMARN+ljkvafGizM5ceS9dTM58KodEQN2a6NPN+d+5ik1T3dvB9AACIoNLCUq9cVV2V4jYebBkAAAAAwHUY/AYAAEnrpS1+A1PPLMlTehofewAA6LfOy9L2H3sEjVT0fOB1ksGDcydofE6mM/eT/afUcPZSCI0AAEPd20fe1sWOi87cQwUPaUzWmBAaJYHi7/jlatYG2wMAgIiaM2aOFoxb4Mw1XGjQlhNbQmgEAAAAALiKCSgAAJCU4nHrPfhdvtRv8yYAAOhh3xvSpVPu3OyHpVH5wfdJAhlpMT27JM+Zs1Z6eUtjCI0AAENdVV2VV66ssCzYIslk/gopc5Q7t3ezdOFk8H0AAIigsjl+nz18P8sAAAAAABKDwW8AAJCUPj1wWo3nWp25JdNGq3BiTgiNAACIoJoX/XLFLwTbI8mUl/gNwVdsqVc8bgNuAwAYyurP1+tnx3/mzE3Mnqi7p94dQqMkkZEtLXjGnYt3SjvWBd8HAIAIWjZzmTLT3He0euvwW7pw+UIIjQAAAAAAEoPfuEXGmCnGmH9gjPmhMWabMea0MeayMabVGHPcGPOJMeb/GGOeMcYMH+y+QTHGvGKMsTd5/OJgdwSAqFlXXe+VW13Ctm8AAAak5YS07013Lmu0NHd54HWSSeHEXBVPG+3MNZxt1U8PnA6+EABgyKraX+WVW1m4UmmxtGDLJJvi7/jlatZ232oDAAD0y8hhI/XItEecudbOVr1x6I0QGgEAAAAAJAa/MUDGmDnGmB9KOiLpLyR9S9IiSWMlZUjKkjRJ0jck/bKklyU1GmP+wBgzcnBaB8MY85wk7rMKACFqbu3Q5p3HnbnsjDQtXzQlhEYAAETQ9h9JtsudW1guZWQF3yfJlC/1u/isYktDwE0AAENVV7xLG/Zv8Mqumr0q4DZJKG+JNGGeO9f0hXR0a/B9AACIoLI5fr8CraqrCrYIAAAAAODnGPxGvxlj/rWkHeoe9k7vx1tHS/pNSV8aYx4PoFrojDFjJP2vwe4BAKlm47ajau+MO3NPLpys3KyMEBoBABAx1nZvx/RRvCbYLknq6cVTlJXh/rHLazuO6XxbRwiNAABDzWfHPtPxi+6LmpdMXKIZo2YEXyjZGOP/OaTmxWC7AAAQUV+f/HVNHTHVmas9WasDzQdCaAQAAAAA6M/Q7pBgjLm/r9estR/29z1h6qtfsjDGpEn6nqRv3+KhJkt63RjzK9ba/33rzQbVf1f3nwcAEKKK6nqv3OoSv02bAACgh4afSaf2unOTFkhTFgffJwmNzMrQkwumqLKm8aa59s64Xt12TN++c1pIzQAAQ4XvZszSwtJAeyS1Rd+U3vr37ruU7HhJeuI/SRnZ4fQCACAiYiamVYWr9Gfb/syZraqr0q8v/fUQWgEAAABAaku6wW9J70uyvTxv1fefp6/3hOlm/ZLFX8s99H1MUqOkNEnTJI3rIxeT9CfGmFZr7f9LXMXwGGMekfRLg90DAFLNl8dbtK2h2ZmbNna47pw5NoRGAABEUH+2fRsTbJckVl6S7xz8lqR11fUMfgNAimlub9Y7R95x5rLTs/X4jEjcPDEYOROl25ZJX266ea69WdqzSVr4XDi9AACIkJWzV3oNfm/cv1G/WvyrSo8l+6/EAQAAAGBoc99zeOgyvTwG8p4wH0nLGPMrkv5OHy+3SfpDSbOttVOttV+z1i6x1o6XtFjSX0rqbeWKkfRnxpilgZQOkDFmuKS/6PG0lXRyEOoAQErx3fZdvjRfhkE0AAD67/JFaecr7lwsQ1pYHnyfJHbXzHHKH+PeLFpbf077TrSE0AgAMFS8fvB1XY5fduYen/64RmSMCKFREit+wS9X8/1gewAAEFH5ufm6c/Kdztyp1lP6SeNPQmgEAAAAAKktmQe/7TWPgbwnzEdSM8bMlvRf+3j5sKSvW2t/01p7oOeL1trt1tpflvSIpLO9vD9T0veMMcl26fd/lDSrx3N/KemLQegCACmjoyvutTXTGOnZpfkhNAIAIIJ2b5Quewwhz31SGjE++D5JLBYzKl9a4JWt2NIQcBsAwFBSWVfplSubUxZwkwiY87g0YoI7d+AD6dyR4PsAABBBqwpXeeWq6qqCLQIAAAAASOrBb4Tnj9Q9oN3TaUkPWWt3uA5grf1A0jJJ7b28fLukf3ZLDUNkjPmapH/e4+kTkn5zEOoAQEp5d0+TTl90b0S7t3C8po52b9cEAAC9qFnrlyteE2yPiHh2aZ58bkLyytZGdXTFgy8EABh0X575Ul+cdu+PmJY7TUsmLgmhUZJLy5AWfdMjaKXaHwZeBwCAKHp0+qPKychx5t6vf19n2s4EXwgAAAAAUliyDn6bHo+BvCfMR9IyxhRLWtHHy//QWnvQ91jW2s8l/XYfL/+mMaa34fIhxRiTIemvJKX1eOmfW2vPhd8IAFJLRbXfJszyEr/NmgAAoIczB6VDH7lzOZOl2Y8E3ycC8scM1z2z3ZvRT11o1/tfngyhEQBgsPluwiwtLJXxuXoI/hek1b4oxbnQCgCA/spOz9aymcucuU7bqU0HNoXQCAAAAABSV/pgFxiAXwrpPej2L/p4/kNr7csDON4fS/rHkmb1eH6ypG9L+n8DOGaYflPSwh7PbbbW/ngwygBAKmlqadN7XzY5cyOz0vX47ZNCaAQAQATV/sAvV/S8lJaMP1IYHOUl+fq47pQzV1Fdr8f4HAMAkdbR1eE1DBUzMa2Y3dc+Dtxg4nwpr0RqrL557txh6fDH0sz7w+kFAECElBWW6aW9LzlzlXWVWjN/DRewAQAAAEBAku63tNbavw3jPZCMMTmSnu3j5T8cyDGttR3GmO9K+p+9vPx3NIQHv40x83TjxvJL6h5kBwAErKqmUV1x68ytKspTVkbPGzMAAACneFc/Br89t2pCkvTEHZOVm5WulrbOm+be3dOkky3tmpA75G+IBQAYoA8aPtDZ9rPO3DemfkOTR0wOoVGEFL/gHvyWpJoXGfwGAGAAFo5fqFmjZulA84Gb5vad3acvznyhO8bdEVIzAAAAAEgtscEugCHtaUnDe3n+hKTNt3DcH0jq6OX5B4wxQ/K3GcaYmKT/K6nnb99/11p7KPxGAJBarLVaV93glV1dUhBwGwAAIurgB9J5j++3BXdJ4wuD7xMhWRlpWlU01ZnrjFtV1TSG0AgAMFgq6yq9cmWFZQE3iaAFz0rpWe7cF+ultubg+wAAEDHGGO/PKJX7/D7zAAAAAAD6j8Fv3MzjfTy/0VrbNdCDWmtPS/qol5eMpMcGetyA/RNJ9/R4bpukPxqELgCQcmrrz6mu6YIzN29yrhbkjQyhEQAAEVTzol+u+IVge0RU+VK/i9PWVdfLWvddTgAAyafpUpM+bvzYmRuVOUoPFTwUQqOIyRolzV/pznW2SrsYRgMAYCCenv200oz7jpuvHXxN7V3tITQCAAAAgNTD4Ddu5uE+nn87Acfu6xh9nXPQGGOmSfr9Hk/HJf2ytfbm9+kGACSE77bv8pICGWMCbgMAQAS1npV2b3TnMoZLd7CBdCAW5Y/S3Em5zty+pgva1sAWUgCIoo37Nypu487c8pnLNSxtWAiNIqh4jV+uZm2wPQAAiKjx2eN1X/59zlzL5Ra9e+TdEBoBAAAAQOph8Bu9MsaMlzS9j5c/T8Ap+jrG0gQcO9H+TFJOj+f+1FqbiP8OAACH1stdenXbUWcuI82otGhqCI0AAIigHS9JPpu4bi+VMt3Dy7iRMUblJfle2Yrq+oDbAADCZq1VVV2VV7a0sDTQLpE24z5p9DR3ruFn0skvg+8DAEAElRX6XRBeuY87bAAAAABAEBj8Rl+K+3j+vLX2YAKOX9PH8/ONMZkJOH5CGGNekPRUj6cbJP27QagDAClp865jaml332DhkXmTNC5nyHwLAQAgudS+6Jfz3aKJXpUW5yk95r47yYZtR9XW0RVCIwBAWLad3KZD5w85c/PGztP8cfODLxRVsZhU9IJflq3fAAAMyH3592ls1lhn7qfHfqpjF46F0AgAAAAAUguD3+jLnD6e35eIg1trz0g628tL6ZJmJuIct+rK1vPv9vLSr1hrW0KuAwApa93PGrxyq7/mt0ETAAD0cGKXdLSva3OvMWamNP3u4PtE2PicTD08b6Iz19LWqTd2HQ+hEQAgLGz7DtHi5/1y234kdXUE2wUAgAjKiGVoxawVzpyV1fr960NoBAAAAACphcFv9KWv4etDCTxHX8caEoPfkv5Y0vgez6231lYNQhcASEn1Zy7p0wOnnbkJuZm6f86EEBoBABBBNb7bvl+QjHtbNW5udUmBV25ddX3ATQAAYbnUcUmvH3zdmcuIZWj5zOUhNIq4MdOlmQ+4cxebpLq3g+8DAEAE+V6str5uveI2HmwZAAAAAEgxDH6jL32tTU3kyrG+jjXoK1uNMU9J+naPp1sk/bNBqAMAKatii9+272eX5Cs9jY81AAD0W+dlafuPPIJGWtzzr0gYiAfnTtD4nExn7pP9p1V/5lIIjQAAQXv7yNu61On+3/QHCx7U6KzRwRdKBcXf8cvVrA22BwAAEVU4plALxy905houNGjLiS0hNAIAAACA1MGEFPoyro/nTyXwHCf7ee5QGGNyJf15Ly/9trXWbwJxCDLG/K4xxibqMdh/HgDRF49bvew5+F1eMujXDAEAkJz2vSFdct9dQ7MflkblBd8nBaSnxfTsEvd/S2ull7cm7V9BAQDXqNxX6ZUrKywLuEkKmf+0lDnKndu7WbrQ14+pAQDAzfhu/a6qqwq0BwAAAACkGga/0ZcxfTx/PoHnaOnnucPy+5J63nv7Z5L+ZBC6AEDK+mT/aTWea3Xmlk4fo9kTckJoBABABPluuSxeE2yPFON70VpFdYPica67BYBkVn++XtUnqp25idkTdffUu0NolCIysqWFz7pz8U5p+4+D7wMAQAQtm7lMmWnuO1q9eehNXbh8IYRGAAAAAJAa0ge7QH8ZYw4MdocBstba2YNdoh+G9/F8Iu8zfbGf5w6cMeYeSf+kx9Odkn7ZWhsfhEoAkLIqttR75Vaz7RsAgIFpOS7te8udyxotzX0q8DqppHBiroqnjVbNkXM3zTWea9VPD5zW3YXjwykGAEi4qv1VXrmVhSuVFksLtkyqKVojVf+1O1ezVvrGP5WMCb4TAAARMnLYSD06/VFtOrDpprm2rja9cegNPXubx0VZAAAAAACnpBv8ljRDkpWUbD+FTbYVXcP6eL4zgefo61h9nTtQxphMSf9XN/7/1nettbXhNwKA1NXc2qHNO487c9kZaVq+aGoIjQAAiKBtP5Jslzu3aLWUkRV8nxSzuqTAOfgtSeuq6xn8BoAk1RXv0vq69V7Z0sLSYMukorwl0oT50sndN8+d3C0d3SrlLQ2nFwAAEVJaWOoc/JakyrpKBr8BAAAAIEFig13gFtgkeiSjvi4KCGPwOyOB5+iP35E0r8dzhyT9+/CrAEBq27jtqNo73TdaeGrhFOVkJuN1bAAADDJru7db+ih6IdguKerpRVOUleH+sczrO4/rfFtHCI0AAIn22bHPdOLSCWduycQlmj5yegiNUowxUrHn5xjfz0UAAOA6X5/8dU0d4V7Osu3kNh04l6w39gYAAACAoSWZB78RrL6GshN5v9G+JvVC/422MWaRpH/dy0v/1Fp7Kew+QbDW/q611iTqMdh/HgDRVlFd75UrL8kPuAkAABHV8DPp9D53btJCacri4PukoNysDD21YIoz194Z18ZtR0NoBABItMq6Sq8c274DtOibUszjgvEdL0sdrcH3AQAgYmImplWFq7yyVXVVwZYBAAAAgBSRzIPfJokeyehyH88ncq1qX8fq69yBMMakSfor3bhpfJ219rUwuwAApC+Pt2hbQ7MzN33ccN05c2wIjQAAiKCa7/vlil/o3paJQDzneRFbRXVDwE0AAInW3N6sd4+868xlp2friRlPhNAoReVMlOZ4/Pdtb5Z2vxp8HwAAIsh38HvjgY3qjCfy5tIAAAAAkJoSOcQblg8l2cEukQL62nI9IoHn6OtYYa9W+TVJJT2eOyfpn4fcAwAg/23fzy3Jl2EQDQCA/rt8UdrpsYE0liEtXB18nxR218xxKhibrfozN/9rcG39Oe070aI5k3JDagYAuFWvHXxNl+Pu/RZPzHhCwzOGh9AohRWvkb7c5M7VrpUWlQffBwCAiMnLydOdk+/UZ8c/u2nuVOsp/aTxJ3qg4IGQmgEAAABANCXd4Le19sHB7pAizvbx/MgEnqOv31ifSeA5bsoYM0vSf+jlpX9jrT0eVg8AQLeOrrgqaxqdOWOkZ5f6bcgEAAA9fLFButzizs19UhoxLvg+KSwWM3puSYH+6O29zmzFlgb91lPzQ2gFAEiEqroqr1xpYWmgPSBpzmPSiAnSxZM3zx34QDp3RBo9LZxeAABESOmcUufgtyRV1lUy+A0AAAAAtyg22AUwZJ3u4/lE/tZ/Qj/PHYS/kNRzpc5PrjwPAAjZu3uadPqieyPavYXjNXV0dgiNAACIoNoX/XLF3wm2ByRJzy7Nk89NTF7Z2qCOrnjwhQAAt+zLM1/qi9NfOHPTcqdpycQlITRKcWkZ0uJveQStVPvDwOsAABBFj0x7RDkZOc7cB/Uf6ExbaDvAAAAAACCSGPxGX/patzo5geeY1M9zJ5Qx5hFJj/R4ukPSP7TW2jA6AACuV1Fd75VbXVIQcBMAACLqzEHp0EfuXO4UafbDwfeB8scM1z2zxztzpy5c1vtfOjaVAgCGhP5s+zY+V//g1hWt8cvVrpXiXGgFAEB/Zadn68mZTzpznbZTr+5/NYRGAAAAABBd6YNdAEPWwT6en5HAc/R1rAMJPMfN5PbyXKuk/3MLv3BZ2Mfzv2WM+fu9PH/MWls+0JMBQJQ0tbTpPY9hppFZ6Xrs9r6uHQIAADdV+wO/3OJvSWn8yCAs5SX5+rjulDO3rrqez0EAMMR1dHXo1QPuYaaYiWnF7BUhNIIkaeI8Ka9Eaqy+ee7cEenwx9LM+8PpBQBAhJQWlqpib4UzV7W/St+5/TtcAAcAAAAAA8RvcdGXfX08PycRBzfGjJU0tpeXOtX30HkYRkq6J4DjzlHv/+0OB3AuAEhKlVsb1RV333ChtDhPWRlpITQCACBi4l3+g9++WzGREE/cMVm5Welqaeu8ae7dPU062dKuCbmZITUDAPTX+w3v61z7OWfuG1O/ockjEnlzRTgVr3EPfktSzVoGvwEAGICF4xdq9qjZ2t+8/6a5fWf36YvTX+iO8XeE1AwAAAAAoiU22AUwZNX08fwoY8yMBBy/qI/n91hr2xNwfABAErHWqmJLg1d2dUlBwG0AAIiogx9I5z2+3xbcJY0vDL4Pfi4rI02riqY6c11xq6qaxhAaAQAGqqquyitXVlgWbBHcaMEzUnq2O/fFBqmtOfg+AABEjDFGZXP8PuNU1lUG3AYAAAAAoovBb/TKWntSfW+j/noCTtHXMbYk4NgAgCRTU39OdU0XnLl5k3N1x9SRITQCACCCatb65YrZ9j0Yypf6Xdy2rrpe1rrvkgIACF/TpSZ93PixMzcqc5QeKngohEa4TtYo6faV7lxnq7TzleD7AAAQQctnLVeacd+x87WDr6mtsy2ERgAAAAAQPQx+42be6+P5RxJw7L6O8W4Cjg0ASDIV1fVeudUlBTLGBNwGAIAIaj0r7X7VncsYLt1RGngd3GhR/ijNnZTrzO1ruqBtDWwhBYChaOP+jYrbuDO3fOZyDUsbFkIj3KDoBb+c7wVzAADgOuOzx+v+/PuduZbLLXr3CL8WBgAAAICBYPAbN/NmH8+vNMYM+P93jDFjJfX2N34r6a2BHre/rLVV1lqTyIekD/o43S/18Z4ZYf15AWCoar3cpY3bjjlzGWlGpcV5ITQCACCCdrwkdbW7c3eUSZnu4WMknjFG5SX5Xtl1nhfNAQDCY61VVV2VV7ZsTlmwZdC3GfdJo6e5c43VUtOe4PsAABBBpYWlXjnfz04AAAAAgOsx+H2FMSZmjFlsjPkHxpi/NMZ8ZIzZaYxpNMZcvPJovPLcR1cy/+DKe6L63/FVSa29PD9Z0hO3cNznJfW20uYja6178g8AECmv7zymC+2dztyj8ydp7Ag2ogEAMCC+Wyt9t2AiEGXFeUqPue9usrH2qFovd4XQCADga9vJbTp0/pAzN2/sPM0bOy/4QuhdLOb/eaeWrd8AAAzEffn3aWzWWGfup8d+qmMX+NUwAAAAAPRXVAeWvRljZhtj/ouko5K2SvpzSX9X0t2Sbpc0RVL2lceUK8/dfSXz51fec9QY8wfGmNnh/wmCY61tkfRKHy//64Ec0xiTLunX+nj5ewM5JgAguVVUN3jlfDdgAgCAHo7vlI7VunNjZ0nT7w68Dvo2LidTj8yf6My1tHfqjV3HQ2gEAPBVWVfplfPdgIkAFX1bkvtCK237sdTVEXgdAACiJiOWoRWzVjhzVlbr968PoREAAAAAREvKDn4bY/KNMZWSvpT0G5Imqvunvdc+JMn2eKiX3ERJ/0rSXmNMpTGmIKw/Rwj+qI/nHzTGDOSepL8iqbCX509IerE/BzLG/I0xxvbyODSAXgCAQXDk9CV9euC0MzcxN1P3z5kQQiMAACKo1vOvWkUvSMZjCAqBKl/q9yOFii31ATcBAPi61HFJmw9uduYyYhlaPnN5CI1wU6OnSbMecOcuNkn73gq+DwAAEeR7sVtVXZXiNh5sGQAAAACImJQc/DbG/DNJuyStVPd/A6MbB7yvHfS+Vl+5q0PgKyXtMsb8SrB/inBYa7dIeq2Pl//CGDPD91jGmBJJv9/Hy//VWtvWz3oAgCT30la/bd/PLMlXelpKfmwBAODWdF6Wtv/YnTMxafHzwfeB04NzJ2hCbqYz95O606o/cymERgAAl7cOv6VLne7/TX6o4CGNzhodfCG4Fa3xy/leQAcAAK5TOKZQC8cvdOYaLzRqy4ktITQCAAAAgOhIqQkqY0ymMaZC0h9LytX1A9+36toB8BxJ3zXGvGyMyUrAsQfbr0m63Mvz4yW9a4y5w3UAY8x9kt6Q1Ntvr/dI+p+3UhAAkHzicauXt/gNfpeX5AfcBgCAiNq7WbrkvruGZj8sjcoLvg+c0tNieqbY7/8WL3l+lgIABKuyrtIr57v5EiGY/7SUOcqd27tZunAy+D4AAESQ72efyn1+n6UAAAAAAN1SZvDbGJMu6RVJz+jmA9+mx6NN0okrj9ZeXu/53msHwEslvXLl3EnLWrtP0m/28fJMST8zxvy+MWZmzxeNMQuMMX8u6T1JY3t5/2VJv2Ct7UhYYQBAUvhk/2k1nmt15pZOH6PZE3JCaAQAQAT5bqkseiHYHugX34veXtrSoHg8EdeyAwAG6sj5I15bKicOn6i7p94dQiN4yciWFj7rzsU7/e6eAgAAbvDkzCeVmea+o9Vbh99Sy+WWEBoBAAAAQDSkzOC3pP8m6ckr/97zt6JXh7j3S/oDSc9JmiMp3Vo7wlo79cojR1L6ldeek/T7kuquef+1x706/P2EpP8RyJ8oRNba70rqa2IgW9K/kXTAGNNgjPncGFNtjDkpaYekfygprY/3/jNr7ecJLwwAGPLWVdd75Vaz7RsAgIFpOS7te9Odyx4jzVsefB94K5yYq+Jpo525xnOt+vSAx0Z3AEBgquqqvHIrZ69UWqyvH5FiUBSv8cvVrJUsF1oBANBfucNy9ej0R525tq42vXHojRAaAQAAAEA0pMTgtzHmfkm/qq8Gs6/d1G0kvSnpLmvtbdba37LWvmKt3W+tjfc8lrU2fuW1V6y1/85aO1fSXVeO0fO4V4e//6kx5oEA/mhh+0VJrvUmeZK+JmmppPE3ycUl/aq19i8TUw0AkEyaL3Vo867jzlx2RpqWL5oaQiMAACJo24+kG/9ae6OF5VK6ewMXwrW6pMArV+F5MR0AIPG64l3asH+DV7a0sDTYMui/qUukCfPduZO7paNbg+8DAEAElRWWeeUq6yoDbgIAAAAA0ZESg9+S/muPr68OZF+Q9Iy1dtmtbJ221n5urV0mqUzS1ftQXbsCxEj6w4Eef6iw1nZKel7Sb0m6fAuHapL0tLX2fyWkGAAg6WzYflSXO92DaE8tnKKczPQQGgEAEDHWdm+n9OG77RKhenrRFGVluH9s8/rO42pu7QihEQCgp58e+6lOXDrhzC2ZuETTR04PoRH6xZj+bf0GAAD99rXJX1NeTp4zt/3kdh04dyCERgAAAACQ/CI/+G2MKVH3Buqeg9hNkh601lYl6lzW2vWSHpR08tqnr/yzxBjz9USda7DYbr8vaaGkdZI6+/H2ZnUP4d9mrX09iH5DwN9I+r1eHrWDVwkAhh7fzZSrS/IDbgIAQETVfy6d3ufOTVooTVkcfB/0W25Whp5aMMWZa++M69XtR0NoBADoqaquyivHtu8hbNE3pZjHBec7XpY6WoPvAwBAxMRMTKtmr/LK+n62AgAAAIBUF/nBb3Vv4b6WUfcw9i9Za2sSfTJrba2kX7xynp5KE32+wWKt3Wut/aak6ZL+saQfS9op6ay6h8Hb1T0A/5mkv5S0WlKetfZfW2ubE9ThF621ppfHjEQcf4Cd/sZa+7u9PGoHqxMADDV7jp/X9gb3t4Lp44br6zPHhtAIAIAIqmXbdxSUlxR45dZVNwTcBADQU3N7s9458o4zl52erSdmPBFCIwxIzgTptmXuXHuztPvV4PsAABBBKwtXeuU27N+gjjh3tAIAAAAAl1QY/L7nmn+/OvRdEeTGaWvtZnVvw+45/H13UOccLNbao9baP7fWfstau9BaO9Zam2GtzbLWTrTW3mWt/WVrbYW19uJg9wUADL4Kz8Gk8qX5Mqa366gAAMBNXb4o7XzFnYtlSAvLg++DAbtz5lgVjM125rbVn9PeEy0hNAIAXPXawde8BpOemPGEhmcMD6ERBqzoBb9czfeD7QEAQETl5eTpzil3OnOn207rJ40/CaERAAAAACS3VBj8vk3dw97X+usQzvtX1/y7VfcQ+G0hnBcAgCHrcmdcVTWNzpwx0jNL8kNoBABABH2xQbp8wZ2b95Q0YlzwfTBgsZhR+VK/rd8V1fUBtwEAXKtyX6VXrqyw5w0pMeTMeUwaMdGdO/ihdPZw8H0AAIig0sJSr1xVXVWgPQAAAAAgClJh8HtMj6/bJL0VwnnfuXKum3UBACClvLunSacvXnbm7pszQVNHu7dbAgCAXtSs9csVfyfYHkiIZ5fmy+cmKJU1jeroigdfCACgL898qd1ndjtz00dOV/HE4hAa4ZakZUiLv+URtNK2HwZeBwCAKHp02qPKzch15j6o/0CnW0+H0AgAAAAAklcqDH73/PXoUWttzw3gCWetjUvqudLU41e1AABE10tb/DZRli9l2zcAAANy5oB0+GN3LneKNPvh4PvgluWNzta9heOduVMXLuu9PU0hNAIA+G6iLC0slfG5egeDr3iNX672RSnOhVYAAPRXVnqWls1c5sx12k69euDVEBoBAAAAQPJKhcHvliv/vPoT9jMhnvuMrh/2Ph/iuQEAGFKaWtr03pcnnblR2Rl67PZJITQCACCCan/gl1v8vBRLC7YLEuY5z4vi1lU3BNwEANDR1eE1jBQzMa2YtSKERkiICXOl/K+5c+eOSIc+Cr4PAAARVFZY5pWrqqtSCHvcAAAAACBppcLg9yF1D19f/dvhxBDPPeGa80rS4RDPDQDAkFK5tVFdcfcPa0uLpiorg0E0AAD6Ld4l1f7QL1v0QrBdkFBP3DFZI7PSnbn3vmxSU0tbCI0AIHW93/C+zrWfc+bunnq3Jo3gouak4vv5qGZtsD0AAIioBeMXqHB0oTNXd65Ou07vCqERAAAAACSnVBj83t7j6ynGmIygT2qMGSZp6tUv1T0Avi3o8wIAMBRZa7Wuut4rW15SEHAbAAAi6sD70nmPjc/TviGNd/+iFUNHVkaaVhZNdea64lZVNY0hNAKA1FW5r9IrV1pYGmwRJN6CZ6T0bHdu9waprTn4PgAARIwxxvszUlVdVaBdAAAAACCZpcLg9+s9vs6QtDyE8z4laViP5zaHcF4AAIacrUfOaf/Ji87c/CkjdcfUkSE0AgAggny3T7LtOymt9rw4rqK6gVtiA0BAmi416SdHf+LMjcocpYcKHgqhERIqa5R0+0p3rrNN2vly8H0AAIig5bOWK92472j12oHX1NbJHa0AAAAAoDepMPj9mqQzPZ77RyGct+c5zkjaFMJ5AQAYcl7a4rnte2m+jDEBtwEAIIIunZH2ePyVM2OEdEdp4HWQeAvzRmnupFxnbl/TBdXWnwu+EACkoA37Nyhu487c8pnLNSyt504QJIXiNX65mheD7QEAQESNzx6v+/Pvd+ZaOlr07pF3Q2gEAAAAAMkn8oPf1tpLkr4ryUiyV/75mDHm7wR1TmPMdyQ9fs35rKQ/sta2BnVOAACGqkuXO7Vx2zFnLiPNqLQ4L4RGAABE0M6Xpa52d+6OUinTPTyMoccYo/KSfK9sxZaGgNsAQOqx1mp93XqvbNmcsoDbIDDT75VGT3PnGqulpj3B9wEAIIJKC0u9cpV1lcEWAQAAAIAkFfnB7yv+i6Qvrvz71WHsPzXGPJ7oExljHpX0v6+c5+r5dkr6w0SfCwCAZLB553FdaO905h6dP0ljR7ARDQCAAalZ65fz3WKJIamsOE/pMffdUTbWHlXr5a4QGgFA6qg9WatD5w85c/PHzte8sfOCL4RgxGJSkefnpVrPz18AAOA69+bfq7FZY525z459pqMXjobQCAAAAACSS0oMfltrOyStlHTq6lOSRkjaaIz5VWPMLf93MN3+maRXrxxb6h4wPyFplbXWPfEGAEAErauu98qtLikIuAkAABF1fKd0rNadGztLmvaNwOsgOONyMvXI/InOXEt7p97YdTyERgCQOqrqqrxyqwpXBVsEwSt6Xt0/2nfY9iOpqyPwOgAARE1GLEMrZ6905qys1u/3u+MKAAAAAKSSlBj8liRr7QFJ90s6qO6f2lpJGZL+SFKtMeZZY0y/14waY4YZY56VVCvpjyUN01dbxfdLesBaeygRfwYAAJLNkdOX9NMDZ5y5ibmZum/O+BAaAQAQQbUv+uWKXpCMxxAThjTfi+V8L74DALhd6rikzQc3O3MZsQwtn7k8hEYI1Ohp0qwH3LmLJ6V9bwXfBwCACCotLPXKra9br7iNB1sGAAAAAJJMygx+S5K19ktJSyX9jb4a/jaSFkhaJ6nJGLPWGPNrxpgHjTEzjDFjjTHpVx5jrzz34JXMWnVv9F4naaGuXwPy/yQttdbuC/GPCADAkPLSFr+Bo2eX5is9LaU+lgAAkBidl6XtP3bnTExa/HzwfRC4B26boAm5mc7cJ/tPq/7MpRAaAUD0vXX4LV3qdP9v6kMFD2l01ujgCyF4xd/xy9WsDbYHAAARNXv0bC0av8iZa7zQqOrj1SE0AgAAAIDkkRITVsaYrqsPSWck/cI1L9urMUkjJT0v6b9LekfdG7tPSmq/8jh55bl3rmSelzRKXw18W301TP6Lks5ee+4BPDoD+48CAEDAuuJWL21p8MqWL80PuA0AABG1d7N06bQ7N/thaVRe8H0QuPS0mJ5Z4vd/S9/PYgCAm6usq/TKlc0pC7gJQjNvuZQ5yp3b94Z0oSn4PgAARNCqwlVeOd/PYgAAAACQKlJi8Fvdg9g9H9c+b3X90HZ/Hr29t69zDuQBAEBS+mT/KR1tbnPmSqaP0awJOSE0AgAggny3TBavCbYHQlW+tMAr99KWBsXj1h0EAPTpyPkj2nJiizM3cfhEfWPKN0JohFBkZEsLn3Pn4p1+d18BAAA3eHLmk8pMc9/R6u3Db6vlcksIjQAAAAAgOaTK4Ld0/YB2z996Xjtk3TPnevR8f1/nG8hxAQBIWhXVfhsmV5f4DS4BAIAezh+T6t5y57LHSHOfCr4PQlM4MUdLpo125hrPterTAx4b4QEAfaqqq/LKrZq9SmmxtGDLIFzFL/jlatZKlh/pAwDQX7nDcvXY9MecubauNm0+tDmERgAAAACQHFJp8LunRA5bM7gNAMA1mi91aPOu485cdkaanlo0JYRGAABE0PYfSTbuzi1cLaW7N2ghuZR7Xjy3rro+4CYAEF1d8S6t37/eK7uqcFXAbRC6qUukibe7cyf3SI1bg+8DAEAElRWWeeWq9lUFWwQAAAAAkkgqDX6bJHsAAJC0Nmxr1OVO9yDa8kVTlJOZHkIjAAAixlqp5kW/rO+2SiSVpxdNUVaG+8c6m3ceV3NrRwiNACB6fnrsp2q61OTMLZm4RNNHTg+hEUJljFTk+Tmqdm2wXQAAiKiSySXKy8lz5raf2q4D5w6E0AgAAAAAhr5UmbT628EuAABAKqnY0uCVK1+aH3ATAAAiqv5z6fQ+d27yQmnK4uD7IHS5WRl6auEUvbK18aa59s64Nm47qjV3MZAIAP1VWVfplSub47epEklo0Telt/+9FO+8eW7HS9Lj/0kaNjycXgAARETMxLSqcJX+d+3/dmar6qr06yW/HkIrAAAAABjaUmLw21r7S4PdAQCAVLHn+Hltb2h25maMG66vzxwbQiMAACKo5vt+uaI1wfbAoCpfWuAc/Ja6L8pj8BsA+qe5vVnvHnnXmctOz9bj0x8PoREGRc4E6bZl0p5Xb55rP9+dWbQ6nF4AAETIqtmr9Ge1fyYre9Pchv0b9CtLfkUZsYyQmgEAAADA0OS+JzAAAEA/VFT7bft+bmm+jDEBtwEAIIIuX5R2eWwgTRvG8FHE3TlzrKaNdW8W3VZ/TntPtITQCACiY9OBTeqIdzhzy2Ys0/AMtjxHWrHnhXQ1a4PtAQBARE3Nmao7p9zpzJ1uO62PGz4OoREAAAAADG0MfgMAgIS53BlXZY1766Qx0rNL80NoBABABH2xXrp8wZ2b+5Q0nLtrRFksZvSc52eqiur6gNsAQLRU1VV55UoLSwPtgSGg8DEpZ5I7d/AD6ezh4PsAABBBvp+pfD+jAQAAAECUMfgNAAAS5t09TTpz8bIzd9+cCZoyKjuERgAARFDNi3453+2USGrPLs2Xz01UXtnaqI6uePCFACAC9pzZo91ndjtz00dOV/HE4hAaYVClpUuLvumX3fbDYLsAABBRj0x7RLkZuc7chw0f6nTr6RAaAQAAAMDQxeA3AABIGN9NkqtL2PYNAMCAnDkgHfa4rXHuVGn2w8H3waDLG52tewvHO3OnL17Wu3uaQmgEAMmvP9u+jc/VN0h+vhfU1bwoxbnQCgCA/spKz9KTM5905jptp1498GoIjQAAAABg6GLwGwAAJETT+Ta9v/ekMzcqO0OPzve4RTIAALhR7Q/8cou/JcXSgu2CIaO8pMArV1HdEHATAEh+l7sua9OBTc5czMS0YtaKEBphSJgwV8r/mjvXfEQ69FHwfQAAiKCyOWVeuaq6KllrA24DAAAAAEMXg98AACAhXqlpVFfc/cPW0qKpyspgEA0AgH6Ld/kPfvtupUQkPH77JI3MSnfm3vuySU0tbSE0AoDk9X79+zrXfs6Zu3vq3Zo0gouaU4r31u+1wfYAACCi7hh3hwpHFzpzdefqtOv0rhAaAQAAAMDQxOA3AAC4ZdZaVVTXe2V9N1ICAIAeDryv/5+9P4+u8szbe8/r1jyABGLSxChhDBiQQLbLdnmejQHJtqhyQSV5e6Uzrby9kh6Sk3d1p8866XOSk2R1kk7S5yTp7uS8hctVCFsCjOep7LKrbAskZmwkJk2MAgkkNO6n/8B+y5YR9y2h+9Hej76ftbQMe188+3Itl7219bt/j7rb7LkF90mzSrzXQfzISE3WprIia244FqiuweGfIQCYwuqa6pxyVaVuGykRIStfkFIy7bmju6S+Lv99AACIGGOMKksrnbK1x2v9lgEAAACAOMbg9xgZY2YbY+40xtxnjFlrjFlgjDGT3QsAgMm078wVNV/oseaWF+TorqLcEBoBABBBrtsj2fY9JVVXFDvltte3cktsABjFuZ5z+qz9M2suNz1Xj8x/xH8hxJeMHGnFJntuqE869Jr/PgAARNDzS55XirHf0eqtk2+pb4g7WgEAAACYmhj8tjDGJBtj/poxZrsx5oKkc5IOS/q9pK8knZTUY4z5yBjzfzTGzJnMvgAATAbXbd+bHQeSAADACL2d0rE99lxqtrSi0nsdxJ9VRbm6M3+6Ndd0/poaW674L/M0HOwAAQAASURBVAQACWj3id2KBTFr7vklzystOS2ERog75Vvccg2v+O0BAEBEzcqcpYeKH7Lmrg5e1QdnPgihEQAAAADEHwa/b8EY80tJTZL+q6QXJc2SZG7ylSHpIUn/StJJY8w/M8akTkppAABC1jswpDcOdFhzqclGm8qKQmgEAEAEHXpNGu6351ZWSenT/PdB3DHGqLpivlN2e32r5zYAkHiCIFBdU51Ttqq0ym8ZxK+FP5VmLLTn2uql80f99wEAIIKqlrq913J97wYAAAAAUZPQg9/GmL9rjPmLEV//2BhjbvO6qcaY/yLpv0laqD8NeAe3+PoukyXpLyR9YYwpvJ0eAAAkgrcOntW1/iFr7skV85SXzUY0AADGpeFXbjnXLZSIpMqyQqUk2T8SeWN/u64PDIfQCAASR+OFRp3uPm3NLc9brmV5y0JohLiUlCSVuW793ua3CwAAEfXTop9qVsYsa+6Lji/Ufq09hEYAAAAAEF8SdvDbGJMn6d9L+mcjvu4JgiC4zctvl/S/04+HvaWbb/yWfjwEXibpE2PMnNvsAgBAXKvZ2+KUq17ntoESAACMcPag1LHfnstbIi24z38fxK1Z09L1xPJ51tzV/iG9fdh+xxYAmEpqj9c65SpLK/0WQfwre1l/+rHALRz4rTQ86L0OAABRk5KUoo0lG625QIF2Nu8MoREAAAAAxJeEHfyW9KT+1P/7A9j/7nYuaoz5HyRt+va3I4e9v3ts5Je+l/v+n1siacft9AEAIJ6dudSrP57otObm5aTrwaWzQ2gEAEAENbzilivfKt3eDbAQAdUVxU65mvpWz00AIHH0DvbqnVPvWHOpSalav2R9CI0Q12YskJY8Ys/1XJCOv+u9DgAAUeR62G5n007FgpjfMgAAAAAQZxJ58Pvp7/36u0Hr/UEQfDLeCxpjVkn6C40+8P39x0bb+v1d5rtf/9QY8/fH2wkAgHi2w3Hb9wtri5WSnMhvOwAAmCRDAze2RdqYJGnNy/77IO49fMcczZmebs193nxJLZ29ITQCgPj37ul31Ttk/3fiYwseU256bgiNEPfKt7rlXA/wAQCAH1gyY4lWz1ltzbVda9NXZ78KoREAAAAAxI9EnsB6UD8etP7L27zmv9YPt4hLf9rq/d3v35L0DyVVSXpW0p9J+o+SzuvH93f87s/9U2NM9m12AwAgrgzHAu3Y67Ypsnqd2+ZJAAAwwjdvSdftd9dQyeNSTqH/Poh7KclJemFtkVO2xvG9HABEXe3xWqec6+ZJTAF3rpcyHA4BfPO2dO28/z4AAESQ63uvuqY6rz0AAAAAIN4k5OC3MWaGpJKbPPX6bVzzJ5Ke1A+HvL/7tZF0RFJZEATrgyD4d0EQ7AyC4J0gCP63IAj+XNJCSf+z/jQo/n2zJDmuAAEAIDF83nxR7V191lzFwplaMmdaCI0AAIgg1y2R5Vv89kBCqV433yn32t5WxWIjP8IAgKnldPdp7Tu/z5qbmzVX9xXcF0IjJITUTOmul+y5YNjt7i0AAOBHnln0jDKSM6y5906/p6sDV0NoBAAAAADxISEHvyWt+96vvxvS3hcEwZnbuOafjfj9d0PfgW4Mfd8fBMHB0f5wEAQDQRD8E0l/Tz/e/C1Jf/02ugEAEHe217ttiNxc4TZ4BAAARujukJres+cyZ0rLnvPfBwmjdO40rV0ww5pru3Jdnzdf8l8IAOLYzqadTrlNJZuUnJTsuQ0SSrnjrpeGbVLAQSsAAMZqetp0PbnwSWuuf7hfb596O4RGAAAAABAfEnXwu2zE7wNJ4/5uzhiTLmmz/rSp+/ufwg5L+lkQBN0u1wqC4D9L+q/68dbwe4wxc8bbEQCAeNLVO6h3Dp+15rLSkvXc6oIQGgEAEEEHfiMFMXtu1WYpJd1/HyQU18N3NXtbPDcBgPg1HBvWzma3we/K0kq/ZZB4CsuluSvsuQvHpDb7VnkAAPBjru/B6o7Xee0BAAAAAPEkUQe/F9/ksb23cb2HJeV++2vzvb8Gkl4JguDwGK/3F5J6RzxmJD047oYAAMSRXfvbNDBkH0R7blWBpqWnhNAIAICICYIb2yFduG6bxJSyfnWBMlPtm2nfPnRWXdcHQ2gEAPHnDx1/0Pne89bcunnrtCBnQQiNkFCMGcPW71/57QIAQERV5FeoaFqRNXfg4gE1X2kOoREAAAAATL4oDX7X38b1Hr7Fc/92rBcLguCcpF360xD5d+4e67UAAIhH2+tbnXKumyYBAMAILV9Kl5rsufxVUsFq/32QcKZnpOrZVfnWXP9QTLv3t4fQCADiT11TnVOObd8Y1eqfSUkOB94PvSYNjNwVAwAAbJJMkjaVbnLKur63AwAAAIBEl6iD34t0Yxv3d3qCIHCbQLu5h77360B/Gtg+FgTB/nFec8dNHls2zmsBABA3jnZ062BblzW3aFaW7l40M4RGAABEkOtWyPJf+u2BhOZ6CK+mvsVzEwCIP139XfrwzIfWXFZKlp5a+FQIjZCQsmdLdzxjz/V3S8fe8N8HAIAI2lSySeZH+9Z+bHfzbg3GuKMVAAAAgOhL1MHv3BG/7xzvhYwxqZIq9MNBcn37+7fGe11JX418Kd0YWAcAIKHVOG77rq6YL2PsH8YCAIARBnqkw7X2XHKatKrafx8krHsX52lBXpY1t7+1S1+fvRpCIwCIH3tO7HEaDHp60dPKSrX/uxRTmOtBvIZtfnsAABBRhdMKdW/Bvdbcpb5L+n3r70NoBAAAAACTK1EHv7NH/H7cg9+SVklK//bXI6fTfjfeiwZB0CKp+7vffvvXOeO9HgAA8WBgKKa6xjZrLslIL6wtCqERAAARdGSnNHDNnlv2nJSV578PEpYxRtXrip2y29n6DWCKqWuqc8pVLa3yWwSJr/QJado8e+7k76TLp/33AQAggqpK3d6Tub7HAwAAAIBEluiD30Y3hqr7b+Nad9/iuT/cxnUl6fyI38+4zesBADCpPjx2Tp09A9bcg0vnqCA3M4RGAABEkOs2SNftkpjSXlxXLJebsNQ1tGlwOOa/EADEgWOdx3S086g1tyhnkcrmlPkvhMSWnCKt+blbtvHXfrsAABBRjy14TNNTp1tzn7R+okvXL4XQCAAAAAAmT6IOfn93D85AN4a/c27jWt8f/A6+9+u2IAgu3sZ1pRsbv7//49X00YIAACSCmvpWp1x1hdtmSQAAMMKlZun0Z/bc9EKp5FH/fZDwCmdk6qels625Sz0D+vDYyPPrABBNrpsgN5VuknE5PQOUbXXLNf5ainHQCgCAscpIydBzS56z5oaCIb1x4o0QGgEAAADA5EnUwe8rI34/4zaudc+I33+3RXzfbVzzO7eziRwAgLhyvrtPH31tHwaakZWqJ1c43OIYAAD8mOsWyLKXpaRkv10QGdUV851yNfUtnpsAwOQbGB5wGgZKMknasGRDCI0QCXPukIpH/qjhJrrOSKc+8d8HAIAIqiqtcsrVHq9VEAT2IAAAAAAkqKgMfucbY8a89dsYM03SCv1w0/d39o6j10iZI35/dQKuCQDApHi9oU0xh89KN60pVHoKg2gAAIxZbFja/6pbtmyL3y6IlKdWzFNORoo199HXF3T+al8IjQBg8nzc8rG6+rusuQcKH9C8bA41YwzKHd+fNbzitwcAABG1YtYKlc4oteaau5p16OKhEBoBAAAAwORI1MHvc7qxmfv7ysZxnQf0p/8NRl7vD+O43kiz9MOhcga/AQAJKQgCbXfcAOm6URIAAIxw4iOpu82eW3C/NKvEfx9ERkZqsjaVFVlzw7FAtfsc/hkEgARW21TrlKssrfRbBNGz8gUpZeQumJs4uku6fsV7HQAAosYY47z1u66pzm8ZAAAAAJhEiTr4ve8mj1WO4zobv/fr7w9oD0n6bBzX+yvGmGRJhd/99tu/2lfJAAAQh/aduawTF3qsueUFObqrKDeERgAARJDr9kfXbZLA92x2PJxXs7eVW2IDiKxzPef0efvn1tyM9Bl6ZP4j/gshWjJypBWb7LmhPunw6/77AAAQQc+XPK8UY7+j1Vsn31LfEHe0AgAAABBNiTr4/dX3fh3oxmD1z4wx6a4XMMakSnpBPxz4Nt/+fl8QBNdvs+MdkpJH9Dx5m9cEAGBS1NS3OuU2VxR7bgIAQET1dkrH3rDnUrOlFZXe6yB67irK0Z350625pvPX1NByxX8hAJgEu0/sViyIWXPPL3leaclpITRC5JRvdcs1bPPbAwCAiMrLyNPD8x+25q4OXtUHZz4IoREAAAAAhC9RB79vtpYlX9L/aQzXeFnSvG9/bUY8t3s8pUZYe5PHvpmA6wIAEKregSHt3t9uzaUlJ6myrCiERgAARNCh16ThAXtuZZWUPs1/H0SOMUbVrlu/HQ/9AUAiCYJAdU11TtnK0kqvXRBhCx+QZiy059r2SueP+u8DAEAEub5Xq22q9VsEAAAAACZJQg5+B0HQIulj/Wlg+7ut3//UGPOE7c8bY2ZJ+hf64bbv73O8v/Yt3eyo8fEJuC4AAKF66+BZ9QwMW3NPrJirmdlsRAMAYFwafuWWc90iCdxEZVmhUpNHnn3/sd3723Xd4f0fACSShvMNOt192ppbnrdcy/KWhdAIkZSUxNZvAAA8+2nRTzU7c7Y192XHl2q71hZCIwAAAAAIV0IOfn/rv4z4fSApTVKdMebPR/tDxphlkj7SjQ3h0o2B8eB7f/19EAT2nwDYPaUfD5YfmIDrAgAQqu31LU451w2SAABghLMHpY799lxeibTgJ/77ILJmTUvX43fOs+au9Q/p7cMdITQCgPCw7RuhWfOyfnyT0Zs48FtpeNB7HQAAoiYlKUUblmyw5gIF2tW0K4RGAAAAABCuRB783iGp+Xu//25wO0vSvzXGtBpj/qMx5h8aY/6mMeafGGP2SDooaaX+NOw90r+43WLGmLslLRjxcJ+kvbd7bQAAwnT6Uo++ONlpzc3LSddDS+eE0AgAgAhqcLzpVPkWyTgMEQG3sPnuYqfc9q9aPTcBgPD0Dvbq7VNvW3OpSalav2R9CI0QaTPmS0sesed6LkjH3/VeBwCAKHI9rLezeadiQcxvGQAAAAAIWcIOfgdBMCjpb37/oe/91UgqlPR3JP1rSf9J0v9D0jOSUvTDge/vb/v+QxAEb01AvS3f+/V31/4qCIKhCbg2AACh2bHXbeDnxbXFSk5iEA0AgDEbGrix7dHGJH27PRK4PQ8tnaO509OtuT+cuKSWzt4QGgGAf++eflfXh65bc48teEy56bkhNELklW91yzVs89sDAICIWjJjiVbPWW3NtV1r01dnvwqhEQAAAACEJ2EHvyUpCILfSfoP+vHm7kB/Guge+fX954Lv/ZleSX/7djsZYzIk/bUR15akT2/32gAAhGk4Fug1x8Hvl9a5bY4EAAAjfPOWdN1+dw2VPC7lFPrvg8hLSU7SC2vd3rvVOL4XBIB4V3u81ilXVVrluQmmjDuflzIcDhF884509Zz/PgAARJDre7e6pjq/RQAAAAAgZAk9+P2tfyjpdf1w+Pu7Xwc3+fru+ZG//jtBEByegD5/Q9KMmzxuv5coAABx5LOmi2rv6rPm7l40U0vmTAuhEQAAEeS65dF1ayTgoLrCbfD7tb2tisVGnmsHgMRyuvu09p3fZ83Ny5qnnxT8JIRGmBJSM6RV1fZcMOx29xcAAPAjzyx6RhnJGdbce6ff09WBqyE0AgAAAIBwJPzgdxAEMUnVkv71tw+N3OR90z/2vex1SS8HQfDK7XYxxiRJ+j/f5PXPB0Hw2e1eHwCAMG2vb3HKVa+b77kJAAAR1d0hNb1vz2XOlJY9678PpoySOdO0buFMa67tynV93nwphEYA4M/Opp1OuY0lG5WclOy5DaaUsi1uucZXpICDVgAAjNW0tGl6cuGT1lz/cL/ePsWONgAAAADRkfCD35IU3PCPJP1U0se6MdD9/a/vjHxsh6R1QRBsn6AqfyZpyYjXCSTtnqDrAwAQiiu9A3r3iP1Ww1lpyXpudUEIjQAAiKD9r0pBzJ5btVlKSfffB1PKZset366HAQEgHg3HhrWz2W3wu7K00m8ZTD2F5dLclfbchWNS217/fQAAiKCqpVVOubrjdX6LAAAAAECIIjH4/Z0gCP4QBMFjkpbpxubt7ZLqJTVJOibpU0mvSvq7kkqCINgcBMGxCaxQJmnniK9dkv7bBL4GAADe7drfroEh+yDac6sKNC09JYRGAABETBDc2O7oonyr3y6YktavLlRmqn2z7duHz6qrdzCERgAw8f7Q8Qed7z1vza2bt04LchaE0AhTijFSuePW74ZtfrsAABBR6+atU9G0ImvuwMUDar7SHEIjAAAAAPAvUoPf3wmC4HgQBP/PIAh+HgTBPUEQLAuCYGUQBA8HQbAlCIL/FATBKQ+v++dBEFTd5OvziX4tAAB8qqlvdcptrpjvuQkAABHV8oV0qcmey18tFaz23wdTzrT0FD23yn7nloGhmHYdaA+hEQBMvNrjtU65qlK3TZHAmK3+mZTkcGD+0GvSQK//PgAAREySSXK+c0tdU53XLgAAAAAQlkgOfgMAgPE72tGtg21d1tyiWVm6e9HMEBoBABBBrlsdy3/ptwemtOqKYqfcjvoWz00AYOJd6buij1o+suayUrL05MInQ2iEKSl7trTsWXuuv1s69ob/PgAARNCmkk0yMtbcruZdGoxxRysAAAAAiY/BbwAA8AOu276rK+bLGPuHqQAAYISBHumwwwbS5DRp1Uv++2DKundxnhbOyrLm9rd26euzV0NoBAATZ8/JPU6DPc8sfkZZqfZ/FwLjVrbVLdfwK789AACIqIJpBfpJwU+suc6+Tv2+9fchNAIAAAAAvxj8BgAAf2VgKKa6xjZrLslIL6wtCqERAAARdGSnNHDNnrtzvZSV578PpixjjF5a67b1u4at3wASzM6mnU65ytJKv0WA0iekafPsuZOfSJdP++8DAEAEub6nq21yOIgPAAAAAHGOwW8AAPBXPjx2Tp09A9bcg0vnqCA3M4RGAABEUMM2t5zrdkjgNry4rlguN3GpbWjT4HDMfyEAmADHOo/paOdRa25RziKVzSnzXwhTW3KKtObnbtnGX/vtAgBARD224DFNT5tuzX3a+qkuXr8YQiMAAAAA8IfBbwAA8Fe217c65TZXzPfcBACAiLrULJ3+zJ6bXiiVPOq/D6a8whmZ+mnpbGvuUs+APjx2PoRGAHD76prqnHKbSjfJuJx+AW6X64G+xl9LMQ5aAQAwVhkpGXpu8XPW3FAwpD0n9oTQCAAAAAD8YfAbAABIks519+njr+3DPDOyUvXEirkhNAIAIIJctziWvSwlJfvtAnzL9VBfTX2L5yYAcPsGhgf0xok3rLkkk6SNJRtDaARImnOHVHyPPdd1Rjr1if8+AABEUFVplVOu9nitgiDw3AYAAAAA/GHwGwAASJJe39emmMNnnZVlRUpPYRANAIAxiw2PYfB7i98uwPc8uWKecjJSrLmPvr6g81f7QmgEAOP3UctH6urvsuYeKHxAc7M41IwQlTtu/W7Y5rcHAAARtWLWCi2dudSaa+5q1qGLh0JoBAAAAAB+MPgNAAAUBIHzBseX1hV7bgMAQESd+Ei62m7PLbhfmlXivw/wrYzUZFWWF1lzw7FAtfvaQmgEAONX11TnlKta6rYREpgwK6uklEx77uhu6foV73UAAIgaY4wqSyqdsq7vGQEAAAAgHjH4DQAAtO/MZZ242GPNrSjI0V1FuSE0AgAggly3N7pugwQm0OaK+U657fUt3BIbQNw613NOn7d/bs3NTJ+pR4of8V8I+L6MHGllpT031Ccdes17HQAAouj5kueVYux3tHrr5FvqG+KOVgAAAAASE4PfAABA279qdcpVV7DtGwCAcentlI7tsedSs6UVm/z3AUZYWZijO/OnW3PNF3rU0HLFfyEAGIfdJ3YrFsSsufVL1is1OTWERsAIZVvcco2v+O0BAEBE5WXk6eH5D1tzVwev6oMzH4TQCAAAAAAmHoPfAABMcb0DQ3rjQLs1l5acpMqyohAaAQAQQQd3SMMD9txdVVL6NP99gBGMMc5bv2vqWzy3AYCxC4JAtcdrnbKVpZV+ywCjWfiANHORPde2Vzp/1HsdAACiqKq0yilX2+T23hEAAAAA4g2D3wAATHFvHjyrnoFha+7JFfM0MzsthEYAAERQ4za3XPkv/fYAbqGyvEipycaa272/Q9cd3j8CQJgazjfozNUz1tzyvOValrcshEbATSQlSWVb3bINju8fAQDADzxQ9IBmZ8625r7o+EJt19pCaAQAAAAAE4vBbwAApjjXjY0vVRR7bgIAQER1HJA69ttzs0ql+ff67wOMIi87TU8sn2fNXesf0luHOkJoBADuXDc2Vi112wAJeFP2siT7QSvt/400POi9DgAAUZOSlKINJRucsruadnluAwAAAAATj8FvAACmsNOXevTFyU5rLj8nQw8tnRNCIwAAIqjxFbdc2RbJOAwBAR5VOx72q6lv9dwEANz1DvbqnVPvWHOpSal6bvFzITQCbiG3WCp51J7rvSh9Y//nGgAA/FhlaaVTrq6pTrEg5rcMAAAAAEwwBr8BAJjCdux1G9h5YW2RkpMYRAMAYMyG+qUD2+05kyStedl/H8DioaVzNHd6ujX3hxOXdOZSbwiNAMDunVPv6PrQdWvu8QWPKzc9N4RGgEXZFrec6wFCAADwA0tyl2jNnDXWXHtPu746+1UIjQAAAABg4jD4DQDAFDUcC5wHv6sr5ntuAwBARH39lnTdfncNlT4h5RT47wNYpCQn6YW1blu/d+xj6zeA+FDXVOeUc938CHh35/NShsMhhG/eka6e898HAIAIqiqtcsrVNtV6bgIAAAAAE4vBbwAApqjfN11UR1efNXf3oplaPDs7hEYAAESQ65ZG162PQAiqK9wGv1/b26pYLPDcBgBu7XT3ae07v8+am5c1Tz8p+EkIjQAHqRnSqmp7LhiWDvzWfx8AACLo6UVPKyM5w5p7//T76h7oDqERAAAAAEwMBr8BAJiiaupbnHJs+wYAYJy626Wm9+25zDxp2bP++wCOSuZM07qFM625tivX9XnzpRAaAcDodjbtdMptLNmo5KRkz22AMSjf6pZr2CYFHLQCAGCspqVN01OLnrLm+of79fbJt0NoBAAAAAATg8FvAACmoCu9A3r3sP1WwVlpyVq/qiCERgAARND+30hBzJ5bvVlKSfffBxiDzY5bv7c7HiYEAB+GY8POg9+VpZV+ywBjVVAmzV1pz138Wmrb670OAABR5PoesK6pzmsPAAAAAJhIDH4DADAF7drfroFh+yDa+lUFyk5PCaERAAAREwQ3tjO6cN32CIRo/epCZabaN+O+ffisunoHQ2gEAD/2efvnOn/9vDVXMa9CC3IWhNAIGANjxrD1+1d+uwAAEFHr5q1T8TT7weaDFw+q6XJTCI0AAAAA4PYx+A0AwBTkuplx893zPTcBACCiWr6QOpvtufzVUv4q/32AMZqWnqLnHO78MjAU064D7SE0AoAfc93MyLZvxK3Vm6UkhwP3h16XBnr99wEAIGKSTJI2lW5yyrL1GwAAAECiYPAbAIAp5kh7tw61dVtzi2dnq2LhzBAaAQAQQa5bGct/6bcHcBs2V9i3oklSjeOhQgCYSFf6ruijlo+suayULD258MkQGgHjkD1bWvasPdffLR3d7b8PAAARtKlkk4yMNbf7xG4NxrijFQAAAID4x+A3AABTTM1et8Gcl9YVyxj7h6EAAGCE/mvS4Tp7LjlNWvWS9zrAeN2zOE8LZ2VZcwdau3TsrP1gIQBMpD0n9zgN5jyz+Bllpdr/XQZMGteDgI3b/PYAACCiCqYV6CcFP7HmOvs69WnrpyE0AgAAAIDbw+A3AABTyMBQTHUNbdZckpFeXOu24REAAIxwZKc0cM2eu3O9lJXnvw8wTsYYVa9z3frd6rkNAPxQXVOdU66qtMpvEeB2lTwuTcu3505+Il0+5b0OAABRVLXU7T2h63tMAAAAAJhMDH4DADCFfHD0nC732jeiPXTHHOXnZoTQCACACGpw3MZYvtVvD2ACvLC2WC43galraNPAUMx/IQCQdPTSUR3rPGbNLcpZpDVz1oTQCLgNySnSmp+7ZRt/7bcLAAAR9diCxzQ9bbo190nrJ7p4/WIIjQAAAABg/Bj8BgBgCqnZ67aJcXPFfM9NAACIqEvN0pnP7bmcImnJo/77ALepcEamHlw6x5q71DOgD4+dD6ERALhvYqwsrZRxOb0CTDbXA4GNv5ZiHLQCAGCs0pPT9dzi56y54WBYe07sCaERAAAAAIwfg98AAEwR57r79PHX9mGcGVmpenz53BAaAQAQQY2vuOXWvCwlJfvtAkyQ6nXFTrkde1s8NwEAaWB4QHtO2odxkkySNpRsCKERMAFmL5Xm32vPdbVIJ3/nvw8AABFUtbTKKVd7vFZBEHhuAwAAAADjx+A3AABTxGv7WhVz+KyysqxI6SkMogEAMGaxYanxVbds2S/8dgEm0JMr5ik3M9Wa++jrCzp/tS+ERgCmso9aPlJXf5c199Oin2puFoeakUDKtrjlXA8aAgCAH1iRt0JLZy615pq7mnXw4sEQGgEAAADA+DD4DQDAFBAEgXbUtzplqyvcNjoCAIARmj+SrrbbcwsfkGaV+O8DTJCM1GRVlhVac8OxQLX72kJoBGAqq2uqc8pVlbptdATixsoqKTXLnju6W7p+xXsdAACixhjj/B7R9T0nAAAAAEwGBr8BAJgC9p6+rBMXe6y5lYU5WlmYG0IjAAAiqHGbW851myMQR6or5jvltte3cEtsAN6c7Tmrz9s/t+Zmps/Uw8UPh9AImEAZOdKKTfbcUJ906DX/fQAAiKD1S9YrxaRYc2+dfEvXh66H0AgAAAAAxo7BbwAApoAa123f69j2DQDAuPR2Ssf22HNp09wGeoA4s7IwR8sLcqy55gs92nfmiv9CAKak3c27FQti1tz6JeuVmpwaQiNggpVvdcs1OB44BAAAP5CXkadH5j9izV0bvKYPznzgvxAAAAAAjAOD3wAARFzvwJDeONBuzaUlJ2lTWVEIjQAAiKCDO6ThAXtuZZWUPs1/H2CCGWOcDwnW1Ld4bgNgKgqCQDubdzplK0sr/ZYBfFn4gDRzsT3Xvk86d8R/HwAAIsj1vWLd8TqvPQAAAABgvBj8BgAg4t48eFY9A8PW3JMr52lmdloIjQAAiKCGX7nlXLc4AnGosrxIqcnGmnvjQId6B4ZCaARgKtl3fp9Od5+25lbMWqFlectCaAR4YIxUtsUt2/iK3y4AAETUA0UPaHbmbGvui7NfqO1aWwiNAAAAAGBsGPwGACDitjtuXHTd4AgAAEboOCCdPWDPzSqV5t/rvw/gSV52mp5YPs+au9Y/pLcPnQ2hEYCppK6pzinHtm8kvLKXJdkPWmn/b6ThQe91AACImpSkFG0s2eiU3dnkdscZAAAAAAgTg98AAETYqYs9+vJkpzWXn5OhB5fOCaERAAAR5LptsWzLjS2OQALbXDHfKed6+BAAXPQO9uqdU+9Yc2lJaXpu8XMhNAI8yi2WSh6153ovSt/Y/38BAAB+zPWw4M6mnYoFMb9lAAAAAGCMGPwGACDCduxtdcq9uK5IyUkMogEAMGZD/dKB39pzJkla87L/PoBnDy6drbnT0625P57o1JlLvSE0AjAVvHPqHV0fum7NPbbgMeWm54bQCPCsfKtbrmGb3x4AAETU4tzFKptTZs2197Try7Nf+i8EAAAAAGPA4DcAABE1HAv02j63we/qdW6bGwEAwAhfvyVdv2zPlT4h5RT47wN4lpKcpBfXFTtld+xl6zeAiVHXVOeUqyqt8lsECMuy9VKGwyGG4+9KV8/57wMAQAS5bv12fS8KAAAAAGFh8BsAgIj6fdNFdXT1WXP3LMrTotnZITQCACCCXLcsum5tBBJAtfPgd6uGY4HnNgCi7lTXKe07v8+am5c1T/cW3BtCIyAEqRnSqs32XDAsHfiN/z4AAETQ04ueVmZKpjX3/un31T3QHUIjAAAAAHDD4DcAABG1vd5tw2J1hdvgDgAAGKG7XWr+wJ7LzJPueNZ/HyAkS+ZMU8XCmdZce1efPm++GEIjAFG2s3mnU25T6SYlJyV7bgOEqHyLW67hFSngoBUAAGM1LW2anlz4pDXXP9yvt0++HUIjAAAAAHDD4DcAABF0pXdA7x223+o3Ky1Zz60qCKERAAARtP9VKYjZc6t/JqWk+e8DhGhzxXynXE19q+cmAKJsODasXU27nLKVJZV+ywBhKyiT5t1lz138Wmqt914HAIAoqiytdMrVNdV57QEAAAAAY8HgNwAAEbSzsV0Dw/ZBtOdXFyg7PSWERgAAREwQ3Niu6MJ1WyOQQJ5bXaDMVPtm3bcPn1VX72AIjQBE0eftn+v89fPWXMW8Cs3PcTuQAiQMY6Qyx/eRjdv8dgEAIKIq5lWoeJr9rqgHLx5U0+WmEBoBAAAAgB2D3wAARFDN3hannOumRgAAMMKZP0qdzfZcwRopf5X/PkDIpqWnaP1q+51jBoZi2rW/LYRGAKKotqnWKVe1tMpzE2CSrN4sJaXacwdfkwZ6/fcBACBijDFs/QYAAACQcBj8BgAgYo60d+tQW7c1t2R2ttYtnBlCIwAAIsh1q2L5L/32ACZR9Tr7VjRJqtnb6rkJgCi63HdZH7V8ZM1lp2briQVPhNAImATZs6Vlz9pzA1elo7v99wEAIII2lW6SkbHmdp/YrcEYd7QCAAAAMPkY/AYAIGJct32/VFEsY+wfZgIAgBH6r0mHHDaQJqdJd73ovw8wSe5ZnKdFs7KsuQOtXTp21n4wEQC+782Tb2ooNmTNPbPoGWWl2v9dBCSs8q1uuYZf+e0BAEBE5Wfn677C+6y5zr5Ofdr6aQiNAAAAAODWGPwGACBCBoZiqmtos+aSjPTiWrcNjQAAYIQjddJgjz135/NSVp73OsBkMcboJdet3/Vs/QYwNnVNdU65ytJKrz2ASVfyuDQt35479anUedJ/HwAAIqiqtMopV9vksAgAAAAAADxj8BsAgAj54Og5Xe6132rw4TvmaF5ORgiNAACIoIZX3HLlW/z2AOLAi+uK5XITmdqGNg0MxfwXAhAJRy8d1bHOY9bcopxFWjNnTQiNgEmUnCKt+blbdv+rfrsAABBRjy54VNPTpltzn7Z+qovXL4bQCAAAAABGx+A3AAARsr2+xSlXXTHfcxMAACLqUrN05nN7LqdIWvKo/z7AJCvIzdSDS+dYc509A/rw2PkQGgGIgrFs+zYup0+ARFe+1S3X+GspxkErAADGKj05XesXr7fmhoNhvdH8RgiNAAAAAGB0DH4DABARZ7v69LtvLlhzM7NS9fjyuSE0AgAgghodt32veVlKSvbbBYgTmyuKnXI1jocUAUxtA8MD2nNyjzWXbJK1sWRjCI2AODB7qTT/Xnuuq0U6+Tv/fQAAiKDKpZVOudqmWgVB4LcMAAAAANwCg98AAETE6w2tijl81lhZXqT0FAbRAAAYs9iw1PiqW7bsF367AHHkyRXzNCMr1Zr7+JsLOt/dF0IjAInso5aP1NXfZc39tOinmpNlv+MAEBmuW78btvntAQBARK3IW6E7Zt5hzZ3oOqGDFw+G0AgAAAAAbo7BbwAAIiAIAtXUtzplq9fN99wGAICIav5Iutpuzy18QJpV4r8PECfSU5K1aU2hNTccC/R6Q1sIjQAkstqmWqdcZWml3yJAvFlZJaVm2XNHd0vXL/vvAwBAxBhjnN9jur5nBQAAAAAfGPwGACAC9p6+rJMXe6y5u4pytKIwJ4RGAABEUMOv3HKu2xiBCKmucDtcWFPfwi2xAYzqbM9Z/aH9D9bczPSZerj44RAaAXEkfbq0otKeG+6XDr3mvQ4AAFG0fsl6pSSlWHNvn3xb14euh9AIAAAAAH6MwW8AACJge32LU45t3wAAjFNvp/T1m/Zc2jRpxSb/fYA4c1dRrpYX2A8YNl/o0b4zV/wXApCQdjfvViyIWXPrl6xXanJqCI2AOFO+xS3X8IrfHgAARFReRp4eKX7Emrs2eE3vn37ffyEAAAAAuAkGvwEASHA9/UPac6DDmktLTtKmssIQGgEAEEEHa6ThAXtuZZWUlu2/DxCHNlcUO+VqHA8tAphagiBQXVOdU7ZqaZXfMkC8WviANHOxPde+Tzp3xH8fAAAiyPW95s6mnZ6bAAAAAMDNMfgNAECCe/Ngh3oGhq25J1fO04ystBAaAQAQQQ3b3HLlv/TbA4hjm8qKlJpsrLk3DnSod2AohEYAEsm+8/t05uoZa27FrBW6Y+YdITQC4pAx7lu/G9n6DQDAeNxfeL/mZM6x5r44+4Var7aG0AgAAAAAfojBbwAAElzNXrcPFjdXzPfcBACAiOrYL509YM/NWirNv8d/HyBO5WWn6ckV86y5a/1Deuvg2RAaAUgktcdrnXJVpWz7xhS35mVJ9oNW2v8bacjhjjUAAOAHUpJStKFkg1N2V/Muz20AAAAA4McY/AYAIIGdutijL092WnMFuRn6aensEBoBABBBDY7bEsu33NjCCExh1evcDhvW7G3x3ARAIukZ7NG7p9+15tKS0vTs4mdDaATEsdxiqeQxe673onT8Hf99AACIoMrSSqfczqadigUxv2UAAAAAYAQGvwEASGA7HLd9v7i2WMlJDKIBADBmQ/3Swe32nEmSVv/cfx8gzj24dLbm5aRbc3880akzl3pDaAQgEbx76l1dH7puzT2+4HHlpueG0AiIc+Vb3HKuBxgBAMAPLM5drLI5ZdZce0+7vuj4wn8hAAAAAPgeBr8BAEhQw7HAefD7pXXFntsAABBRX78pXb9sz5U+KeUU+O8DxLmU5CS9sNbtvecOtn4D+FZdU51TznXzIhB5y9ZLGTPsuePvSlfPea8DAEAUVS2tcsq5vpcFAAAAgInC4DcAAAnq0+MXdLa7z5q7Z3GeFs3ODqERAAAR5Lol0XXrIjAFVDseOtyxt1XDscBzGwDx7lTXKe07v8+ay8/O170F94bQCEgAqRnSqmp7LhiWDvzGfx8AACLo6UVPKzMl05r74MwH6h7oDqERAAAAANzA4DcAAAmqxnHb9+aK+Z6bAAAQUd3tUvMH9lzWLOmOZ/33ARLEkjnTdPeimdZce1efPm++GEIjAPFsZ/NOp9ymkk1KTkr23AZIIOVb3XIN26SAg1YAAIxVdmq2nlz4pDXXP9yvt0++HUIjAAAAALiBwW8AABLQld4BvXfYfqve7LRkPXtXfgiNAACIoP2vSkHMnlu1WUpJ898HSCDV69wOH26vdzvMCCCahmJD2tW0yym7qXST5zZAgilYI827y567+I3UWu+/DwAAEVRZWumUqz1e67cIAAAAAHwPg98AACSgnY3tGhi2D6I9v7pQ2ekpITQCACBiguDGdkQX5Vv8dgES0HOrC5SVZt/M+87hs+rqHQyhEYB49Hn75zp//bw1d3f+3Zo/nbtZAT9gzBi2fv/KbxcAACKqYl6F0/vQQ5cO6fjl4yE0AgAAAAAGvwEASEjb61uccpvvLvbcBACAiDrzR6nzhD1XUCblr/JeB0g009JT9NyqAmtuYCimXfvbQmgEIB7VNdU55Vw3LQJTzqrNUlKqPXfodWmg138fAAAixhijTSVud55xfW8LAAAAALeLwW8AABLM4fYuHW7vtuaWzMnW2gUzQ2gEAEAEOW/7dtyyCExBmyvctvNur2/13ARAPLrcd1kftXxkzWWnZuuJBU+E0AhIQNmzpGXP2nMDV6Wju/z3AQAggjaVbpKRsebeOPGGBmPc0QoAAACAfwx+AwCQYGocB2Oq182XMfYPIwEAwAj916TDtfZccrp014v++wAJ6u5FM7VoVpY1d7CtS0c77AcbAUTLmyff1FBsyJp7ZtEzykq1/7sEmLLKf+mWcz3YCAAAfiA/O1/3F95vzXX2deqT1k9CaAQAAABgqmPwGwCABNI/NKydjW3WXJKRXlhbFEIjAAAi6EidNNhjz925XsrK814HSFTGGFU7bv12PdwIIDpqjzscspJUWVrptwiQ6Eoek6bl23OnPpU6T/rvAwBABLm+J61rqvPaAwAAAAAkBr8BAEgoHxw9r8u99lsFPrJsrublZITQCACACGp4xS1XvtVvDyACXlhbpCSHm9DUNbZpYCjmvxCAuHD00lF9fflra25RziKtmbMmhEZAAktOkcpedss2/tpvFwAAIurRBY8qJy3Hmvu09VNdvH4xhEYAAAAApjIGvwEASCDb61ucctXrij03AQAgoi42SWc+t+dyiqQlj3ivAyS6gtxMPbh0jjXX2TOgD4+dC6ERgHhQ2+S27btqaZWMcTg9Akx1ZY4HEht/LcWG/XYBACCC0pPT9dzi56y54WBYu5t3h9AIAAAAwFTG4DcAAAnibFefPvnmgjWXl52mx5fPC6ERAAAR1Oi47bvsF1JSst8uQERsrpjvlKupb/XcBEA86B/u154Te6y5ZJOsDUs2hNAIiIDZpdL8n9hz3a3Syd/57wMAQARVLa1yytU11SkIAs9tAAAAAExlDH4DAJAgXtvXqpjDZ4WbygqVlsJ/4gEAGLPYsLT/Vbds2S/8dgEi5IkVczUjK9Wa++jr8zrf3RdCIwCT6aOWj9Q90G3N/bTop5qTZb9jAIBvlW9xyzU4HnQEAAA/sDxvue6YeYc1d6LrhA5cPBBCIwAAAABTFVNhAAAkgCAItGOv2wbE6nVuGxUBAMAIzR9KVzvsuYU/lfKW+O8DRER6SrIqy4qsuVggvd7QFkIjAJOprqnOKVdV6rZREcC3VlZJqVn23NHd0vXL/vsAABAxxhjn96iu73kBAAAAYDwY/AYAIAHUn76skxd7rLm7inK0ojAnhEYAAERQwza3XPlWvz2ACHppXbFTbnt9C7fEBiLsbM9Zfd72uTU3M32mHip+KIRGQISkT5dWVNpzw/3Sode81wEAIIrWL1mvlKQUa+6tk2/p+tD1EBoBAAAAmIoY/AYAIAHU1Lc45TZXsO0bAIBx6e2Uvn7TnkubLq3Y6L8PEDF3FeVqRYH9gOKJCz3ad4YtpEBU7WrepUD2wx3Plzyv1OTUEBoBEeN6QNH1wCMAAPiBmRkz9ej8R625nsEevX/6/RAaAQAAAJiKGPwGACDO9fQP6Y0DHdZcWkqSNq4pDKERAAARdLBGGh6w5+6qktKy/fcBIqi6wm3rd019q+cmACZDEATOt7yvLK302gWIrIX3SzMX23PtDdK5w/77AAAQQa7vVV3f+wIAAADAWDH4DQBAnHvzYId6B4atuadWzNOMrLQQGgEAEEENv3LLlTluUQTwI5VlRUpLtn8UtXt/u3oHhkJoBCBMe8/tVctV+92sVs5aqTtm3hFCIyCCjJHKt7hlG17x2wUAgIi6v/B+zcmcY819efZLtV7lYDMAAACAicfgNwAAcc514+HmivmemwAAEFEd+6WzB+25WUul+ff47wNE1MzsND2xYq411zMwrLcOng2hEYAwse0bCMmalyUZe+7Ab6QhhzveAACAH0hJStGGkg1O2Z3NOz23AQAAADAVMfgNAEAcO3mxR1+e6rTmCnIz9EDp7BAaAQAQQa7bDsu33NiiCGDcqh0PK26vt28FBpA4egZ79O7pd625tKQ0Pbv42RAaARGWWyyVPGbP9V6Sjr/jvw8AABHkelhxZ9NOxYKY3zIAAAAAphwGvwEAiGM79roNvLy0rljJSQyiAQAwZkP90sHt9pxJ/nZ7IoDb8dDSOZqXk27NfXGyU6cv9YTQCEAY3j31rq4PXbfmHl/wuHLTc0NoBERc+Va3XMM2vz0AAIioxbmLVTanzJrr6OnQFx1f+C8EAAAAYEph8BsAgDg1HAv02t42p+xL64o9twEAIKK+flO6ftmeK31Cmp7vvw8QcclJRi+udXvvumNvq+c2AMJS21TrlKtcWum3CDBVLHtOyphhzx1/T7p61nsdAACiqGpplVPO9b0wAAAAALhi8BsAgDj16fELOtvdZ83duzhPC2dlh9AIAIAIct1y6Lo1EYBVdcV8p9xre1s1HAs8twHg26muU2o432DNFWQX6N78e0NoBEwBqRnS6s32XDAs7f+N/z4AAETQ04ueVmZKpjX3wekP1NXfFUIjAAAAAFMFg98AAMSpmnq3DYeugzMAAGCErjap+UN7LmuWdMcz/vsAU8Ti2dm6e9FMa669q0+fNV0MoREAn+qa6pxyG0s2Kjkp2W8ZYCop2+KWa3xFCjhoBQDAWGWnZuvJhU9acwOxAb198u0QGgEAAACYKhj8BgAgDl3uGdB7R85Zc9lpyXpuVX4IjQAAiKD9r0pBzJ5b/TMpJc1/H2AKcT28uL2+xXMTAD4NxYa0q3mXU3ZT6SbPbYAppmCNNG+VPXfxG6n1K/99AACIoKrSKqec62FIAAAAAHDB4DcAAHFoZ2ObBobtg2gb1hQqKy0lhEYAAERMENzYbuiifKvfLsAUtH5VgbLS7Jt93z18Tld6B0JoBMCHz9s/14XrF6y5u/Pv1vzp3M0KmFDGSOWOW78btvntAgBARK2bt87pfeyhS4d0/PLxEBoBAAAAmAoY/AYAIA7V7G11ylVXFHtuAgBARJ35g9R5wp4rKJPmrfReB5hqstNTtH5VgTU3MBzTrv3tITQC4IPrZkPXTYkAxmjVZikp1Z479Lo00OO/DwAAEWOMUWVppVOWrd8AAAAAJgqD3wAAxJnD7V063N5tzS2Zk621C2aG0AgAgAhqYNs3MNmqK9y2+9bUux2KBBBfLvdd1kctH1lz2anZemLhEyE0Aqag7FnSsmftuYGr0pFd/vsAABBBG0s2yshYc2+ceEODscEQGgEAAACIOga/AQCIM66DLdXr5ssY+4eJAABghP5r0uFaey45XVr1kv8+wBR196KZWjw725o72Nalox32g5EA4sueE3s0FBuy5p5Z9IwyUzJDaARMUeW/dMs1Oh6MBAAAP5Cfna/7C++35jr7OvVJ6ychNAIAAAAQdQx+AwAQR/qHhlXX2GbNJScZvbi2KIRGAABE0JE6adDhVvbLn5cyubsG4IsxRi+tK3bKsvUbSCxBEKi2yeGQlaTK0kq/ZYCpruQxaVq+PXfqU6nzpP8+AABEkOt72rrjdV57AAAAAJgaGPwGACCOvH/kvK702m/19/AdczQ3JyOERgAARFDDNrdc2Ra/PQDohbVFSnK4iU1dY5sGhmL+CwGYEEc7j+qby99Yc4tzF2vNnDUhNAKmsOQUqexlt2zjr/12AQAgoh5d8Khy0nKsuU/bPtXF6xdDaAQAAAAgyhj8BgAgjtTsbXHKba5w24wIAABGuNgknfmDPZdTLC15xHsdYKoryM3Ug0vnWHOdPQP68Ni5EBoBmAh1TXVOucrSShnjcPoDwO0p2+qWa/y1FBv22wUAgAhKT07Xc4ufs+aGg2Htbt4dQiMAAAAAUcbgNwAAceJsV58++eaCNZeXnabH7pwXQiMAACKo8RW3XNnLUlKy3y4AJEmbK+Y75bbXt3puAmAi9A/3a8+JPdZcsknWhiUbQmgEQLNLpfk/see6W6WTv/PfBwCACKpaWuWUq22qVRAEntsAAAAAiDIGvwEAiBOv7WtVzOGzvsqyIqWl8J9wAADGLDYs7X/VLVv2C79dAPyVJ1bM1YysVGvu46/P61x3XwiNANyOj1o+UvdAtzX3YNGDmpNl3/gPYIKUO279btjmtwcAABG1PG+57ph5hzV3suukDlw8EEIjAAAAAFHF1BgAAHEgCALV1Lc4Zasrij23AQAgopo/lK522HOLHpTylvjvA0CSlJ6SrMqyImsuFkiv72sLoRGA21F3vM4pV1la6bUHgBFWVkqpWfbc0Tek65e91wEAIGqMMaoqddz6fbzWcxsAAAAAUcbgNwAAcaD+9GWdutRrza0qytXygpwQGgEAEEENv3LLlW3x2wPAj7gebqypb+GW2EAcO9tzVp+3f27N5WXk6aHih0JoBOCvpE+XVjoMow33Swd3+O8DAEAErV+yXilJKdbc26fe1vWh6yE0AgAAABBFDH4DABAHtn/ltu17M9u+AQAYn55L0rE37bm06dKKjf77APiBlYW5WuFwwPHExR7tO8MWUiBe7WrepUD2wxnrl6xXanJqCI0A/IDrAcfGV/z2AAAgomZmzNSj8x+15noGe/T+6fdDaAQAAAAgihj8BgBgkvX0D2nPwQ5rLi0lSRvXFIXQCACACDpYI8UG7bm7qqS0bP99APyI6yHH7V+1em4CYDyCIFBdU51TtqrUYeswgIm38H4pb4k9194gnT3kvw8AABFUWVrplHN97wwAAAAAIzH4DQDAJNtzsEO9A8PW3NMr85WbxUY0AADGpXGbW678l357ABjVprIipSXbP6p640C7egeGQmgEYCz2nturlqv2u1mtnLVSS2cuDaERgB8xRir7hVuWrd8AAIzL/YX3a07mHGvuy7NfOr1/BgAAAICRGPwGAGCS7ah321hYvc5tAyIAABihY7909qA9N2upVHy3/z4AbmpmdpqeXDHPmusZGNabB8+G0AjAWNQ21Trl2PYNTLI1v5Bk7LkDv5WGBrzXAQAgalKSUrSxZKNTdlfzLs9tAAAAAEQRg98AAEyiExeu6ctTndZcYW6GHiidHUIjAAAiqMF12/fWG1sQAUyalyrcDjvW1LMVDYgnPYM9eu/0e9ZcWlKanln8TAiNAIwqt0gqecye670kffO2/z4AAERQZWmlU25n007FgpjfMgAAAAAih8FvAAAm0Y69btu+X1xXrOQkBtEAABizwT7pwHZ7ziRLa37uvw+AW3po6Rzl52RYc1+c7NTpSz0hNALg4p1T7+j60HVr7vGFjys3PTeERgBuqXyrW67xFb89AACIqEW5i1Q+t9ya6+jp0BcdX4TQCAAAAECUMPgNAMAkGY4Fem2f2+D3S+vcNh8CAIARvn5T6rtizy19Upqe770OgFtLTjJ6YW2RU9b1ECUA/+qa6pxyrpsPAXh253opc6Y9d/xd6epZ/30AAIgg1/e+tU21fosAAAAAiBwGvwEAmCSfHL+gc9391ty9i/O0cFZ2CI0AAIgg1y2FrlsPAXhXXTHfKbdjb6uGY4HnNgBsTnadVMP5BmuuILtA9+bfG0IjAFYp6dKqansuiEn7f+O/DwAAEfT0oqeVmZJpzX1w+gN19XeF0AgAAABAVDD4DQDAJNlR77ahcLPj4AsAABihq01q+sCey5olLX3afx8AThbPztY9i/KsuY6uPv2+6WIIjQDciuu2702lm5SclOy3DAB3rgcfG7ZJAQetAAAYq+zUbD258ElrbiA2oLdPvh1CIwAAAABRweA3AACT4HLPgN47cs6am5aeomdX5YfQCACACNr/qiSHIZXVP5dS0rzXAeDupYpip1xNfYvnJgBuZSg2pN3Nu52ym0o2eW4DYEwK1kjzVtlzl45LrV/57wMAQARVlVY55Wqbaj03AQAAABAlDH4DADAJdja2aWA4Zs09v7pAWWkpITQCACBigkBqfMUtW77FbxcAY7Z+VYGy0uybgd89fE5XegdCaATgZj5v/1wXrl+w5u7Jv0fF090OdAAIkfPW71/57QEAQEStm7dO86fb7+p6+NJhfXP5mxAaAQAAAIgCBr8BAJgE2+tbnXLVFfYPBAEAwE2c+YPUecKeKyyX5q303wfAmGSnp2j9qgJrbmA4pl3720NoBOBm6prqnHKVpZVeewAYp1XVUlKqPXfodWmgx38fAAAixhjj/F7Y9b01AAAAADD4DQBAyA61delIR7c1t2ROttYumOG/EAAAUdSwzS1XxrZvIF5tvtvtEOT2+hbPTQDczOW+y/qo5SNrLjs1W08sfCKERgDGLHuWdOdz9tzANenILv99AACIoI0lG2VkrLk9J/ZocHgwhEYAAAAAEh2D3wAAhGzHXrdt35sr5ssY+4eBAABghP6r0uFaey45XVr1kv8+AMalYuFMLZ6dbc0dauvWkXb7wUoAE2vPiT0aig1Zc88sekaZKZkhNAIwLmVb3XKuBysBAMAP5Gfn6/7C+625zr5OfdL6SQiNAAAAACQ6Br8BAAhR/9Cw6hrbrLnkJKMXyotCaAQAQAQdrpMGe+255c9LmTO91wEwPsYYvbSu2Clbs5et30CYgiBQbZPDIStJVUurPLcBcFtKHpOmF9hzp38vdZ7w3wcAgAiqXFrplKtrqvPaAwAAAEA0MPgNAECI3j9yXld67bfqe+SOOZqbkxFCIwAAIsh1G2G543ZDAJPmxbXFSnK4CU5dQ5sGhmL+CwGQJB3tPKpvLn9jzS3OXazVs1eH0AjAuCWnSGt+7pZt/LXfLgAARNSj8x9VTlqONfdp26e60HshhEYAAAAAEhmD3wAAhGh7vdsmwuoKt82GAABghItNUssf7bnc+dLih/33AXBb8nMz9NAdc6y5y72D+uDouRAaAZCk2uOO275Lq2SMw+kNAJOrzPFAZOOrUmzYbxcAACIoPTld65est+aGg2HtPrE7hEYAAAAAEhmD3wAAhKSj67o+PW7f1JCXnabH7pwXQiMAACKo0XHb95qXpaRkv10ATIjqdfOdcjV7Wz03ASBJ/cP9evPkm9ZcsknWhpINITQCcNtml0oL7rPnululEx97rwMAQBRVllY65eqa6hQEgd8yAAAAABIag98AAITk9X1tijl8VldZVqS0FP4TDQDAmA0PSft/45Yt+4XfLgAmzBMr5mpGVqo19/HX53Wuuy+ERsDU9tGZj9Q90G3NPVj0oGZnzg6hEYAJUbbFLdf4it8eAABE1PK85Vo2c5k1d7LrpPZf2B9CIwAAAACJiqkyAABCEASBaupbnLKb7y723AYAgIhq/lC62mHPLXpQylvsvw+ACZGekqzKsiJrLhZIr+1j6zfgW21TrVPOdaMhgDixslJKzbbnjr4hXb/svQ4AAFFjjBnT1m8AAAAAGA2D3wAAhOCrU5d16lKvNbe6OFd35ueE0AgAgAhq3OaWK9/qtweACVdd4XY4ckd9K7fEBjw623NWf2j/gzWXl5Gnh4ofCqERgAmTPv3G8LfNcL90cIf3OgAARNH6JeuVkpRizb196m31Dtp/pgQAAABgamLwGwCAELhu+65ex7ZvAADGpeeSdOxNey5turR8o/8+ACbUysJcrSy0H5A8cbFHe0+zhRTwZWfTTgWyH654fsnzSk1ODaERgAnlekCywfHAJQAA+IGZGTP16PxHrbmewR59cOaDEBoBAAAASEQMfgMA4FlP/5D2HOyw5tJSkrRxjf0W9gAA4CYO1kixQXvurhektCz/fQBMONdDkjX1rZ6bAFNTLIg533Le9Rb2AOLMgvukvCX2XEejdPaQ9zoAAESR63vl2qZav0UAAAAAJCwGvwEA8GzPwQ71Dgxbc0+vzFduFhvRAAAYsyCQGn7llnXdYggg7mwqK1Jasv2jrDcOtKt3YCiERsDUsvfcXrVesx+suGvWXVo6c2kIjQBMOGOksi1u2cZX/HYBACCi7i+8X3Mz51pzX539Si1X3e4mCwAAAGBqYfAbAADPaurdPpjbXOG2wRAAAIzQsV8657BxcPYdUvHd/vsA8GJmdpqeXDHPmusZGNabB8+G0AiYWtj2DUwRa16WjMOPjg78Vhoa8N8HAICISUlK0YaSDU7ZnU07PbcBAAAAkIgY/AYAwKMTF67pq1OXrbnC3AzdXzI7hEYAAESQ67bBsi03thgCSFjVjocltzsevgTgpmewR++dfs+aS09O17NLng2hEQBvcoukksfsud5L0jdv++8DAEAEuR6W3Nm8U8Mx+x1lAQAAAEwtDH4DAODRjr3222BL0kvripWcxCAaAABjNtgnHdhuz5lkac3P/fcB4NWDS+coPyfDmvvyZKdOXewJoREwNbxz6h1dH7puzT224DHlpOWE0AiAV2Vb3HIN2/z2AAAgohblLlL53HJr7mzPWX1x9osQGgEAAABIJAx+AwDgyXAs0Gv7XAe/53tuAwBARH39ptR3xZ5b+pQ0Pd97HQB+JScZvbiuyCnreggTgF3t8VqnXFVplecmAEJx53opc6Y91/Se1N3hvw8AABHk+t657nid3yIAAAAAEg6D3wAAePLJ8Qs6191vzf1kSZ4WzMoKoREAABHkumWw3HFrIYC453po8rV9rRqOBZ7bANF3suukGi80WnMF2QW6t+Be/4UA+JeSLq3abM8FMenAb/z3AQAggp5a9JQyUzKtuQ/OfKCu/q4QGgEAAABIFAx+AwDgSU19i1Oumm3fAACMT1er1PyhPZc1W1r6tP8+AEKxeHa27lmUZ811dPXp900XQ2gERFtdU51TblPpJiUZPm4GIsP14GTDK1LAQSsAAMYqOzVbTy18ypobiA3orZNvhdAIAAAAQKLgk3gAADzo7BnQe0fOWXPT0lP07Kr8EBoBABBB+1+V5DBksvpnUkqa9zoAwlNdUeyU2+54GBPAzQ3FhrSreZdTdlPJJs9tAISqYI2Uv8qeu3RcavnSfx8AACKosrTSKed6GBMAAADA1MDgNwAAHuxsbNPgsH0QbcOaAmWlpYTQCACAiAmCG9sFXZRv9dsFQOieW1WgrLRka+69w+d0pXcghEZANH3e/rkuXrdvzr8n/x4VT3c7kAEggZQ5vo9u3Oa3BwAAEbVu3jotmL7Amjt86bC+ufxNCI0AAAAAJAIGvwEA8KCmvtUp99K6+Z6bAAAQUac/ly6ftOcKy6V5K/z3ARCq7PQUPb+6wJobGI5pZ2N7CI2AaKo9XuuUc91UCCDBrN4sJTvcOefQ69JAj/8+AABEjDFGm0rd7pzD1m8AAAAA32HwGwCACXaorUtHOrqtuZI52Vq7YIb/QgAARFEj276Bqa66wu0QZc3eFs9NgGjq7OvUx60fW3PTUqfpiYVP+C8EIHxZedKyZ+25gWvSkZ3++wAAEEEbSzYqydjHNt5ofkODw4MhNAIAAAAQ7xj8BgBggu3Y67btu7pivowxntsAABBB/Velww4bSJPTpbte9N8HwKSoWDhTi2dnW3OH2rp1pN1+MBPAD+05sUdDsSFr7pnFzygzJTOERgAmRfkv3XINjgczAQDAD+Rn5+u+gvusucv9l/VJ6ychNAIAAAAQ7xj8BgBgAvUPDauusc2aS04yeqG8KIRGAABE0OFaabDXnlu+Qcqc6b8PgElhjNFL64qdsmz9BsYmCALVNjkcspJUWVrptwyAyVXymDS9wJ47/Xup84T/PgAARFDl0kqnnOt7dAAAAADRxuA3AAAT6P0j53Wl136rvUfumKO5ORkhNAIAIIJctwmWb/HbA8Cke3FtsZIcbqJT19CmgaGY/0JARBzpPKLjl49bc0tyl2j17NUhNAIwaZKSpTUvu2Ubf+23CwAAEfXY/MeUm55rzf2+7fe60HshhEYAAAAA4hmD3wAATKDt9W6bBKsr5ntuAgBARF08LrX80Z7LnS8tfth/HwCTKj83Qw/dMceau9w7qA+OnguhERANdcfrnHKVpZUyxuH0BYDEVr7VLdf4ayk27LcLAAARlJacpucWP2fNDQfD2n1idwiNAAAAAMQzBr8BAJggHV3X9elx+6aFvOw0PXbn3BAaAQAQQY2O277XvHxjOyGAyNvseKjS9ZAmMNX1D/drz8k91lyySdaGkg0hNAIw6WaVSAvus+e626QTH3uvAwBAFFWVVjnlao/XKggCz20AAAAAxDMGvwEAmCCv72tTzOGztqryIqWl8J9gAADGbHhIanzVLVv2C79dAMSNx5fP1YysVGvud99c0NmuvhAaAYntwzMf6urAVWvuwaIHNTtzdgiNAMQF163fDdv89gAAIKKWz1quZTOXWXOnuk9p/4X9ITQCAAAAEK+YOgMAYAIEQaAaxw2CrhsJAQDACM0fStfO2nOLHpTyFvvvAyAupKckq7KsyJqLBdLrDa0hNAISW11TnVOucmml1x4A4syKSik12547tkfq7fReBwCAKKpa6rb12/U9OwAAAIBoYvAbAIAJ8NWpyzp1qdeaW12cq2X500NoBABABDX8yi3nuo0QQGS4Hq6sqW/lltjALXRc69Af2v9gzeVl5Omh4odCaAQgbqRPk1Y6DKMN90uHXvPfBwCACHpu8XNKSUqx5t4+9bZ6B+0/kwIAAAAQTQx+AwAwAbY7bvuuZts3AADj03NJ+votey5turR8o/8+AOLKisIcrSzMseZOXuzR3tOXQ2gEJKZdzbsUyH44Yv2S9UpNSg2hEYC4Ur7FLed6YBMAAPzAzIyZenT+o9Zcz2CP3j/zfgiNAAAAAMQjBr8BALhN1/qH9ObBDmsuLSVJG1cXhtAIAIAIOrhdig3ac3e9IKVl+e8DIO64bv12PbQJTDWxIOZ8y/iqUrdb0AOImAX3SXlL7LmO/dLZg/77AAAQQZWllU451/fuAAAAAKKHwW8AAG7Tmwc61DswbM09szJfuVlsRAMAYMyCQGrY5pYt/6XfLgDi1qayQqUl2z/q2nOgQz39QyE0AhLL3nN71Xqt1Zq7a9ZdWjpzaQiNAMQdY6Qy163fr/jtAgBARN1feL/mZs615r46+5VarnKwGQAAAJiKGPwGAOA21ex1+2CtuqLYcxMAACKqY7907pA9N/sOqbjCfx8AcWlGVpqeXDnPmusZGHa6Yw8w1Thv+17Ktm9gSlvzsmQcfrR04LfS0ID/PgAARExKUoo2lGxwyu5s2um5DQAAAIB4xOA3AAC34cSFa/rq1GVrrmhGpu4vmR1CIwAAIsh52/fWG1sIAUxZ1evcDlvW7LVvNQamkmsD1/Te6fesufTkdD2z+JkQGgGIW7lFUslj9tz1Tumbt/z3AQAggipLK51yO5t3ajhmvyMtAAAAgGhh8Bu3xRhTYIz53xtjXjXG7DfGXDLGDBhjrhtjzhpjPjfG/CdjzAvGmKzJ7jsWxphpxphnjDH/yBjzvxljvjLGnDLGXDHGDBpjOo0xzcaY+m+f/zvGmDWT3RtAuHY4Doy8uLZIyUkMogEAMGaDfdLBGnvOJEurf+6/D4C49uDSOcrPybDmvjzZqVMXe0JoBCSGd069o+tD1625xxc8rpy0nBAaAYhr5Vvdcg2v+O0BAEBELcpdpLVz11pzZ3vO6ouOL0JoBAAAACCeMPiNcTHGLDXGvCrpjKT/LOnnklZLypOUKilD0jxJ90n6W5Jek9RmjPkXxpi4/emQMabCGPM/GGM+k3RZ0luS/mdJf01ShaSFknIlpUiaKWmJpHXfPv+/SGo0xhw2xvw9Y8z0yfh7ABCe4Vig1/a5DX6/tG6+5zYAAETU13ukviv23NKnpOnzvNcBEN+Sk4xeXFfklHU9xAlMBXVNdU45182DACJu2XNS5kx7ruk9qbvDfx8AACLI9b2363t5AAAAANHB4DfGzBjzjyQd1I1h75Qx/NEZkv6xpK+NMU95qDYuxphF3w6kN0v6StL/TdL9Gtvf2/etkPQfJTUZY6omqCaAOPTJ8Qs6191vzf1kSZ4WzEqomx4AABA/XLcElm/x2wNAwqh2PHS5Y2+rhmOB5zZA/DvRdUKNFxqtuYLsAt1bcK//QgDiX0q6tGqzPRfEpAO/8d8HAIAIemrRU8pMybTmPjjzgbr6u0JoBAAAACBeMPgNZ8aYZGPMK7qxATv9Ni6VL+ktY8zfm5hmt61SNwbSl0zwdedKet0Y85fGGPt9pgEknJr6Fqfc5gq2fQMAMC5drVLzh/Zc1mxp6dP++wBICItmZ+ueRXnW3NnuPn16/EIIjYD45rohcFPpJiUZPk4G8K3yrW65hm1SwEErAADGKjs1W08ttO9SG4gN6K2Tb4XQCAAAAEC84JN6jMX/T9IvLJkOSfWSGiRdukUuSdJ/MMb82QR1C0Mg6Zyk/ZL+KOmYpMsOf+6Xkt40xtzOsDyAONPZM6D3jpyz5qalp+jZuwpCaAQAQATtf1U33oZbrP6ZlJLmvQ6AxFFdUeyUq9nb6rkJEN+GYkPa3bzbKbupZJPnNgASSsFqKX+VPXepSWr50n8fAAAiqGqp282la5tqPTcBAAAAEE8Y/IYTY8yfS/prozzdJ+lfSioJgqAwCIK7gyBYGwTBbElrJP0XScM3u6yk/8UYs85L6dsXSPpc0j+V9LCknCAI8oMgKAuC4L4gCJYHQZAnablubAxvv8W1HpX0n7w3BhCanY1tGhy2D6JtWFOgzLTkEBoBABAxQSA1vOKWdd02CGDKeG5VgbId3oe/d/icrvQOhNAIiE+ftX2mi9cvWnP35N+j4uluByoATCHlv3TLNfyl3x4AAETU2rlrtWD6AmvuyKUj+rrz6xAaAQAAAIgHDH7DyhhTIulfjfL0aUn3BEHwj4MgODHyySAIDgRB8LckPa6bb8dOl/SXxpiUCSt8+1ok/V8lLQqC4IEgCP5ZEASfBEFw7WbhIAiOBUHwLyUtkfQfbnHdv26M2eihL4BJsL3ebTNgdcV8z00AAIio059Ll0/ac4VrpXkr/PcBkFCy01O0frX9zjsDwzHtbLzVOW4g2uqa6pxylaWVXnsASFCrqqVkhzvvHK6TBnq81wEAIGqMMc7vxV3f2wMAAABIfAx+w8W/0Y0B7ZEuSXo0CIKDtgsEQfA7Sc9I6r/J0ysk/f3bajgxDkvaKmlxEAT/YxAEZ8byh4Mg6A+C4M8l/YNbxP6FMcbcRkcAceBQW5eOdnRbcyVzslU+f4b/QgAARFHDNrdc+Ra/PQAkrM2OhzC317d4bgLEp86+Tn3c8rE1Ny11mp5Y+IT3PgASUFaetOw5e27gmnRkp/8+AABE0IaSDUoy9rGOPSf2aHB4MIRGAAAAACYbg9+4JWNMuaQNozz9t4MgcFjBd0MQBF/qxibtm/nHxpibDZeHoVXSX5e0OgiCV4IgGL6diwVB8O8k/X9HeXq5pIdv5/oAJl+N42DI5or54qwHAADj0H9VOlJnz6VkSHe95L0OgMS0buFMLZmdbc0dbu/W4fauEBoB8WXPiT0aCoasuWcWP6PMlMwQGgFISOVb3XKuBzsBAMAP5Gfn677C+6y5y/2X9bvW34XQCAAAAMBkY/AbNv9wlMc/CYLgtXFc799JOnGTx/Ml/WIc17ttQRDsCILgL4MgiE3gZf9C0rVRnhttkB5AAugbHFadw63gk5OMqtYWhdAIAIAIOlwrDfbac3c+L2XO8F4HQGIyxuilimKnbE19q+c2QHwJgkC1TbVO2arSKs9tACS0ksek6YX23OnPpEvN/vsAABBBlaWVTjnX9/gAAAAAEhuD3xiVMWaapBdHefpfjueaQRAMSvq3ozz918ZzzXgUBMF5SW+O8rT9SDaAuPX+0XPqum6/Vd6jy+Zo7vSMEBoBABBBrtsAXbcLApiyXlxbrCSHm/DsbGxT/9Bt3QAMSChHOo/o+OXj1tyS3CVaNXtVCI0AJKykZKnsZbds46/9dgEAIKIem/+YctNzrbnft/1e53vPh9AIAAAAwGRi8Bu38rykrJs8fk7S27dx3V9LutnU5MPGmPzbuG68+WiUx0tCbQFgQrluAnxp3XzPTQAAiKiLx6WWL+y53PnS4of99wGQ0OblZOjhO+ZYc5d7B/XBUX44jqmj9rj7tm9jHE5PAJjayra45fa/KsU4aAUAwFilJafpucXPWXOxIKbdzbtDaAQAAABgMjH4jVt5apTHdwdBMO5PZ4MguCTp05s8ZSQ9Od7rxqH2UR6fEWYJABOno+u6Pjl+wZqblZ2mx+6cG0IjAAAiyHXbd9kvpCS+pQVgV13hdihze32L5yZAfOgf7tebJ0e7Ud2fJJtkPV/yfAiNACS8WSXSgvvtue426cRo+1IAAMCtVJVWOeXqmuoUBIHnNgAAAAAmEz8lx608Nsrj70/AtUe7xmivmYj6J7sAgIn1+r42uXxWVlVepLQU/hMLAMCYDQ9J+3/jli37hd8uACLj8eVzNTMr1Zr75JsLOtvVF0IjYHJ9eOZDXR24as09WPygZmfODqERgEgod9z63fCK3x4AAETU8lnLdWfendbcqe5T2n9hfwiNAAAAAEwWptJwU8aY2ZIWjvL0lxPwEqNdY90EXDteFI7y+OVQWwCYEEEQqMZxA6DrRkEAADBC8wfStbP23KIHpZmLvNcBEA3pKcnaVFZkzcUC6bV9rSE0AiZX7fFap1xlaaXfIgCiZUWllJptzx17Q+rt9F4HAIAocn2PXtdU57UHAAAAgMnF4DdGUz7K491BEJycgOs3jPL4cmNM+gRcPx78ZJTHm0JtAWBCfHXqsk5d6rXm1hTnaln+9BAaAQAQQQ3b3HLlW/32ABA5mx0PZ+7Y28otsRFpHdc69MeOP1pzeRl5eqj4oRAaAYiM9GnSyip7bnhAOvSa/z4AAETQ+sXrlZpkv6PVWyffUu+g/WdaAAAAABITg98YzdJRHj8+ERcPgqBTN998nSJp8US8xmQyxqRI2jjK038IswuAibHdcdv3S2z7BgBgfHouSV+/Zc+lTZeWj/ZWGwBubkVhju4qyrHmTl7sUf1pbtSF6NrZvFOB7Icbnl/yvNNACQD8gOsBzYZf+e0BAEBEzciYoUfmP2LN9Q716v0z7/svBAAAAGBSMPiN0Yw2fH1qAl9jtGsl/OC3pM2S8kd5bneYRQDcvmv9Q9pzoMOaS09J0sY1hSE0AgAggg5ul2KD9txdL0hpWf77AIic6nVuhzRrHA99AokmFsS0s2mnU9b1FvIA8AMLfiLlldhzHfulswf99wEAIIKqSh3usCGp9nit5yYAAAAAJguD3xhN8SiPn53A1xjtWqO9dkIwxqRL+mejPP2NpE9DrANgArx5oEPXB4etuadX5is3k41oAACMWRBIDdvcsuW/9NsFQGRtKitUWrL9o7A3DnSop38ohEZAuPae26vWa63W3KrZq7R05mg3AwSAWzBGKt/ilm14xW8XAAAi6v7C+zU3c641V3+uXi3dHGwGAAAAoojBb4xm1iiPX5zA17gwxtdOFP+9pCWjPPc/BUFgv58ugLiy3XHj3+YKtw2CAABghI790rlD9tzsO6TiCv99AETSjKw0PblynjXXOzCsNw/a7/gDJJq6pjqnHNu+AdyWNS9LxuFHTwd+Kw0N+O8DAEDEJCcla2PpRqdsXXOd3zIAAAAAJgWD3xjNzFEe757A17g6xteOe8aYhyT9X0Z5ul7Sr0Ks8wPGmP/eGBNM1Ndk/X0AYTtx4ZrqT1+25opmZOr+kkQ/twIAwCRx3va99cYWQQAYJ9fDmjX19q3IQCK5NnBN755615pLT07XM4ufCaERgMjKKZRKHrfnrndK37zlvw8AABG0qWSTU25n004Nx+x3tAUAAACQWBj8xmiyRnm8dwJfo2eMrx3XjDH5kn4jKfkmTw9K+ltBEMTCbQXgdtXsdRv4eHFtkZKSGEQDAGDMBvukg9vtOZMsrf65/z4AIu2npbNVkJthzX15qlMnL472sQWQeN459Y76hvusuccXPK6ctJwQGgGItPKtbjnXA6AAAOAHFuUu0tq5a625c73n9EXHFyE0AgAAABAmBr8xmrRRHh+awNcY7VqjvXbcMsZkStopqWCUyP89CIKGECsBmABDwzG9vs9t8LvacXMgAAAY4es9Ul+XPbf0KWn6PP99AERacpLRi2uLnbI79rZ4bgOEp7ap1ilXtbTKcxMAU8KyZ6VMhxt7Nr0vdXf47wMAQARVllY65Vy/FwAAAACQOBj8xmhSRnk8jMHv1Al8De+MMUmS/lLSPaNE9kj6F+E1AjBRPj1+Uee6+625+5bM0vy8hLxZAQAAk891y5/r1kAAsHhpndvg92t72zQcCzy3Afw7ceWE9l/Yb80VZhfqnvzRPt4CgDFISZdW/8yeC2LS/lf99wEAIIKeWvSUMlMyrbkPz3yorn6HpQsAAAAAEgaD3xjNaEPZyRP4GqMNlw9O4GuE4d9LemmU545K+mUQBPykGEhANY4b/jbf7TY4AgAARuhqlZo/sueyZkt3PO2/D4ApYdHsbN2zOM+aO9vdp0+PXwihEeBXXXOdU25T6SYlGT4uBjBByra45Rpfkfj4HACAMctOzdbTi+yflw3EBvTmyTdDaAQAAAAgLHySj9EMjPL4aMPa4zHatUZ77bhjjPmfJP29UZ4+JempIAguh9dodEEQ/PdBEJiJ+prsvx/At86eAb135Jw1Nz09Rc+sLAihEQAAEdT4qiSHIY81P5eSE+rGQADiXLXj1u+a+lbPTQC/hmJD2t282ym7sWSj5zYAppSC1VL+anvuUpPU8oX/PgAARFBlaaVTrq6pzmsPAAAAAOFi8Buj6R3l8ewJfI3RrnV9Al/DG2PMX0j6J6M83S7piSAI+AkxkKDqGto0OGwfRHt+TaEy0ybyZggAAEwRsZjUuM0t67otEAAcPbeqQNkO7+PfO3JOl3sS5nw68COftX2mi9cvWnP35t+r4unczQrABCvf6pZrcPy+AAAA/MDauWu1YPoCa+7IpSP6uvPrEBoBAAAACAOD3xjNaFuqcybwNaaP8njnBL6GF8aYfyDpfxzl6Qu6MfTdHF4jABMpCAJtr29xylZX8INxAADG5czn0uVT9lzhWmneCu91AEwt2ekpen51oTU3MBzTzsa2EBoBftQ21TrlKpdW+i0CYGpaVS0lp9lzh2ulgR7/fQAAiBhjDFu/AQAAgCmIwW+M5tIoj8+awNeYM8bXjgvGmL8j6d+M8nSnbgx9Hw2xEoAJdri9W8fOXrXmSudOU/n8Gf4LAQAQRQ2vuOXK2fYNwA/XQ5w1e7mZFxJTZ1+nftfyO2tuWuo0Pb7g8RAaAZhysvKkZc/ZcwPXpCM7/fcBACCCNpRsUJKxj328ceINDQ4PhtAIAAAAgG8MfmM0o62zyp/A15g3xteedMaYP5P0/x7l6S5JTwVBcCDESgA8qHHd9r2uWMYYz20AAIig/qvSkTp7LiVDuusl73UATE3rFs7UktnZ1tzh9m4dbu8KoREwsd5ofkNDwZA19+ziZ5WZkhlCIwBTUvkv3XIN2/z2AAAgovKz83Vf4X3W3JX+K/q49WP/hQAAAAB4x+A3RnNylMcXTeBrjHatExP4GhPGGLNV0v9H0s2mPK9JejYIgr3htgIw0foGh1XX2G7NJScZVa0tCqERAAARdLhWGuy15+58Xsqc4b0OgKnJGKOXXLd+17P1G4klCALVNdc5ZV1vDQ8A41LyqDS90J47/Zl0qdl/HwAAIqiqtMopV9dU57cIAAAAgFAw+I3RHB/l8aUTcXFjTJ6kvJs8NaTRh84njTFms6T/ppv/f6ZX0vogCP4QaikAXrx/9Jy6rttvdffosjmaOz0jhEYAAESQ6za/8q1+ewCY8l5cW6wkh5v41DW2qX9o2H8hYIIcuXRExy+P9vHen5TklmjV7FUhNAIwZSUlS2Uvu2Ubf+23CwAAEfXo/EeVm55rzf2+7fc633s+hEYAAAAAfGLwG6NpGOXxXGPMogm4ftkojx8LgqB/Aq4/YYwxlZJekZR8k6f7JG0MguCTUEsB8Ga74ya/6or5npsAABBRF76RWr6w53LnS4sf9t8HwJQ2LydDD98xx5q70juo94/ww3EkjtqmWqdcZWmljHE4/QAAt6Nsi1uu8ddSjINWAACMVVpymtYvXm/NxYKYdjfvDqERAAAAAJ8Y/MZNBUFwQdLpUZ6+ZwJeYrRr7J2Aa08YY8x6Sb+VlHKTp/slVQZB8EG4rQD40n7luj49fsGam5WdpsfunBtCIwAAIqjxFbdc2S+kJL5lBeDfZsdDnTV7Wzw3ASZG31Cf3jz5pjWXbJL1fMnzITQCMOXNKpEW3G/PXW2XTnzkvw8AABFUtbTKKVfXVKcgCDy3AQAAAOATP0XHrYz2CevjE3Dt0a7x4QRce0IYY56S9JqktJs8PSjppSAI3gm3FQCfXt/XKpfPuqrKi5SazH9CAQAYs+Ehaf+rbtmyX/jtAgDfenz5PM3MSrXmPvnmgs529YXQCLg9H575UFcHrlpzDxY/qNmZs0NoBACSyre65Rq2+e0BAEBE3Zl3p+7Mu9OaO9V9So0XGv0XAgAAAOANU2u4lXdHeXyjMWbc/+wYY/IkPXSTpwJJ7433uhPJGPOopDpJ6Td5ekjS5iAI3gi1FACvgiBQzd5Wp2y140ZAAAAwQvMH0rVz9tyiB6WZi7zXAQBJSktJUmV5kTUXC6TX9rl9zwBMprqmOqdcVanbRkAAmBArNkmp2fbcsT1Sb6f/PgAARFBlaaVTzvV7BgAAAADxicFv3Mobkq7f5PF8SU/fxnVf1s23aH8aBEHHbVx3QhhjHpC0W1LmTZ4elvSLIAjqQi0FwLsvT3bq9KVea25Nca6W5U8PoREAABHU8Cu3XPkv/fYAgBGq17kd7qypb+GW2IhrHdc69MeOP1pzeRl5erD4wRAaAcC30qdJdzkcOBkekA7u8N8HAIAIWr94vVKT7He0evvk2+odtP9MDAAAAEB8YvAbowqC4Kqk10d5+h+N55rGmBRJ/2CUp/9yPNecSMaYuyW9Kelmq0dikn4ZBEFNuK0AhGF7Pdu+AQDwquei9PXb9lx6jrR8g/8+APA9KwpzdFdRjjV36lKv6k9fDqERMD47m3cqkP1wwoYlG5wGQgBgQpVtdcs1bvPbAwCAiJqRMUOPzn/Umusd6tV7p+PiRtwAAAAAxoHBb9j8m1Eef8QYM577wf65pNKbPH5O0itjuZAx5r8ZY4KbfJ0aRy8ZY8okvSPpZj/pjUn6syAIXh3PtQHEt2v9Q3rzoP2GA+kpSdqwpjCERgAARNCB7VJs0J676wUpLct/HwAYYbPjIc/tX7V4bgKMTyyIOd+y3fUW8AAwoRb8RMorsec69ktnD/rvAwBABLm+169tqvVbBAAAAIA3DH7jloIg2KsbG7Bv5j8bYxa5XssYUyHpn4/y9L8KgqBvjPUmjDFmhaT3JM28ydOBpL8ZBMGkbyQH4MeeA+26PjhszT1zV75yM9mIBgDAmAWB1OC4tc91CyAATLCNawqVlmz/qGzPwQ719A+F0AgYm73n9qrtWps1t2r2KpXOvNleBgDwzBipfItbtmFMe2IAAMC37i+8X3Oz5lpze8/t1ZnuMyE0AgAAADDRGPyGi38gaeAmj8+W9KExZqXtAsaYB3Vjm3b6TZ4+Jun/dTsFb4cxplTS+7rx9zNSIOlvB0HwX8NtBSBMNfWtTrnqdW4bAAEAwAgdjdL5w/bc7GVScYX3OgBwMzOy0vTUynnWXO/AsPY43DEICFvtcbeNfWz7BjCp1rwsGYcfTR34rTTU778PAAARk5yUrI0lG52yrncMAgAAABBfGPyGVRAExyX941GeXizpK2PMPzfGLB75pDHmLmPM/yrpI0l5N/nzA5L+ehAEDvd89+Y/SioY5bkeSX/dGPP7Cf7KD/HvD8AtNF+4pvrTl625ohmZur9kVgiNAACIINdtfeVbbmwBBIBJUl3hdthzh+PhUSAs1wau6b3T71lz6cnpenbxsyE0AoBR5BRKpU/Yc9c7pa/f8t8HAIAIcj3suat5l4Zj9jviAgAAAIgvKZNdAIkhCIJ/a4ypkHSz+zBmSvrvJP13xpg2Se26cahgoW6+Rfv7/n4QBF9OaNmxu9kW8u9Mk/SAh9fM8HBNAOOwY6/bwMaL64qVlMQgGgAAYzbYJx3cbs+ZZGn1z/33AYBb+GnpbBXkZqijq++WuS9PderkxR4tnp0dUjPg1t4+9bb6hm/9z60kPbHwCU1Pmx5CIwC4hbIt0vF37bnGV6SVld7rAAAQNQtzFmrt3LXad37fLXPnes/pjx1/1ANFPn4cDgAAAMAXNn5jLP6GpN9aMkWS7pa0Trce+o5J+j8EQfBfJqYaAIzd0HBMrzkOflevK/bcBgCAiDr2htTXZc8tfUqaPs9/HwC4heQkoxfXur3337G3xXMbwF1tU61TznXzHwB4texZKfNmNwgdoel9qbvdfx8AACLI9b2/6/cSAAAAAOIHg99wFgTBkKSXJf2FpIHbuNR5Sc8HQfDvJ6QYAIzTp8cv6vzVfmvuviWzND8vK4RGAABEUOMrbrnyrX57AICjlxwPfe7Y26rhWOC5DWB34soJHbhwwJorzC7UPfn3hNAIACxS0qXVm+25ICbt/43/PgAARNDTi55WZkqmNffhmQ/V1e+wtAEAAABA3GDwG2MS3PDPJa2StF3S0Bj+eJekfyXpjiAI3vLRDwDGYnu924a+zXez7RsAgHG50iI1f2TPZc2W7njafx8AcLBodrbuWWzfQnquu1+fHL8QQiPg1uqa6pxym0o3KcnwcTCAOOF68LNhmxRw0AoAgLHKSs3S04vsn7cNxga158SeEBoBAAAAmCh80o9xCYLgmyAIfiZpoaS/K+m3kg5Juqwbw+D9ki5I+kLSf5G0WVJREAT/KAiCCTkyHATB3wiCwNzka9EYr/PIKNfx+XVqIv43ADB+nT0Dev/oOWtuenqKnllZEEIjAAAiaP9vJDkMaaz5uZSc6r0OALjaXDHfKbejvtVzE+DWBmOD2tW8yym7qXST5zYAMAb5q6T81fZcZ7PU8oX/PgAARFBVaZVTzvUwKQAAAID4wOA3bksQBO1BEPyvQRD8PAiCVUEQ5AVBkBoEQUYQBHODIPhJEAR/KwiCmiAIeia7LwB8p66hTYPD9kG059cUKjMtOYRGAABETCwmNW5zy5Zt8dsFAMbouVX5ynb4PuC9I+d0uWcghEbAzX3W9pku9V2y5u7Nv1dF04pCaAQAY1D+S7dcw6/89gAAIKLK55ZrYc5Ca+5o51F93fl1CI0AAAAATAQGvwEAU04QBNpe3+KU3VxR7LkNAAARdeZz6fIpe65wrTRvhfc6ADAWWWkpen51oTU3MBzTzsa2EBoBN+e6ma9yaaXXHgAwLqtekpLT7LnDdVL/Ne91AACIGmOMKksrnbJs/QYAAAASB4PfAIAp53B7t46dvWrNlc6dprL5M/wXAgAgihoct32Xb/XbAwDGafPdbodAt9e3em4C3Nyl65f0u5bfWXPTU6friQVPhNAIAMYoK0+6c709N3BNOrLTfx8AACJow5INSjL2sZA3TryhweHBEBoBAAAAuF0MfgMAppyxbPs2xnhuAwBABPV1uw1mpGRId73ovw8AjMPaBTO1ZE62NXeko1uH2rpCaAT80J4TezQUDFlzzyx+RhkpGSE0AoBxKHM8CNr4it8eAABE1Lzsebq/8H5r7kr/FX3c+rH/QgAAAABuG4PfAIAppW9wWDsb26255CSjyvKiEBoBABBBh2ulwV57bvkGKXOG9zoAMB7GGFWvm++U3bGXrd8IVxAEqm2qdcpWlVZ5bgMAt6HkUWl6oT13+jPpUrP/PgAARJDr9wS1x92+xwAAAAAwuRj8BgBMKe8dOaeu6/Zb1T26bK7mTmcjGgAA4+K6ja9si98eAHCbXlhbpCSHmwDVNbapf2jYfyHgW0cuHVHTlSZrriS3RHfNviuERgAwTknJUtkv3LKNv/bbBQCAiHpk/iPKTc+15j5r/0znes6F0AgAAADA7WDwGwAwpdQ4buKrrij23AQAgIi68I3U8oU9lztfWvyw/z4AcBvm5WTokWVzrbkrvYN6/8j5EBoBNzhv+15aJWMcTi8AwGQay+B3jINWAACMVVpymp5f8rw1Fwti2n1idwiNAAAAANwOBr8BAFNG+5Xr+vT4BWtu9rQ0PXanfbgDAADcROM2t1zZFimJb0kBxL/qdW6HQmv2tnhuAtzQN9SnN0+8ac0lm2StX7I+hEYAcJtmlUgLH7DnrrZLzR/57wMAQARVllY65eqa6hQEgd8yAAAAAG4LP2UHAEwZr+9rlctnVZVlRUpN5j+RAACM2fCQtP83btmyl/12AYAJ8vjyecrLTrPmPvnmgjq6rofQCFPdh2c+1NXBq9bcQ8UPaXbm7BAaAcAEKNvilmv4ld8eAABE1J15d2p53nJr7nT3aTVeaPRfCAAAAMC4MdUGAJgSYrFA2+tbnbLVFfM9twEAIKKa3peunbPnFj8kzVzkvQ4ATIS0lCRtKiu05mKB9Pq+thAaYaqrbap1yrlu9AOAuLBik5Q2zZ77+k2pt9N/HwAAImhT6SanXO1xt+85AAAAAEwOBr8BAFPCl6c6daaz15pbU5yrZfnTQ2gEAEAENW5zy5Vt9dsDACZY9Tq3w6E19S3cEhtetV9r1xcdX1hzeRl5erD4wRAaAcAESZ8mray054YHpIM7vNcBACCK1i9er9SkVGvunVPvqHfQ/jM1AAAAAJODwW8AwJRQw7ZvAAD86rkoff2WPZeeIy3f4L8PAEygFYU5WlWUa82dutSrr05dDqERpqqdzTsVyH64YGPJRqeBDgCIK+W/dMs1/MpvDwAAImpGxgw9tuAxa653qFfvnn43hEYAAAAAxoPBbwBA5F3rH9KbBzusufSUJG1YY7+FOwAAuIkD26XYkD131wtSWpb/PgAwwaorip1yNfUtnptgqooFMe1s2umUrSyt9FsGAHyYf680q9SeO3tA6jjgvw8AABHk+r1CXVOd1x4AAAAAxo/BbwBA5O050K7rg8PW3DN35Ss3k41oAACMWRBIDdvcsq5b/AAgzmxcU6i0FPtHaXsOdqin3+EgDDBG9Wfr1XatzZpbPXu1SmaUhNAIACaYMVLZFrds4yt+uwAAEFH3FdynuVlzrbm95/bqTPeZEBoBAAAAGCsGvwEAkbe9vtUpt7livucmAABEVEejdP6wPTfnTqlonfc6AODDjKw0PbVinjXXOzCsPQ53HALGynXj3qbSTX6LAIBPa16WjMOPrg5sl4b6/fcBACBikpOStanE7XsGtn4DAAAA8YnBbwBApDVfuKa9py9bc0UzMnXfklkhNAIAIIJct32XbbmxxQ8AEpTrYdGa+hbPTTDVXB24qvdOv2fNpSen69nFz4bQCAA8ySmQSp+w5653Sl+/5b8PAAARVFla6ZTb2bxTwzH7HXUBAAAAhIvBbwBApNU4bvt+aV2xkpIYRAMAYMwG+6SDNfacSZbW/Nx/HwDw6IHS2SrIzbDmvjp1WScuXAuhEaaKd069o77hPmvuiYVPaHra9BAaAYBH5Vvdcq4HUAEAwA8syFmgtXPXWnPne8/rjx1/DKERAAAAgLFg8BsAEFlDwzG9vs998BsAAIzDsTekvi577o6npWlz/fcBAI+Sk4zz9w479rp9LwK4qG2qdcpVlVZ5bgIAIbjjWSkzz55r/kDqbvffBwCACKpa6va9g+v3IgAAAADCw+A3ACCyPjl+Qeev9ltz95fM0vy8rBAaAQAQQa5b9ly39gFAnHMd/H5tX6uGY4HnNpgKTlw5oQMXDlhzRdOKdHf+3SE0AgDPUtKk1T+z54KYtP9V/30AAIigpxY+pcyUTGvuwzMfqqvfYekDAAAAgNAw+A0AiKyaercNe9UVbPsGAGBcrrRIJz6257LnSEuf8l4HAMKwcFa27l1s30J6rrtfnxy/EEIjRF1dU51TblPJJiUZPu4FEBHlW9xyDa9IAQetAAAYq6zULD2z6BlrbjA2qD0n9oTQCAAAAIArfhIAAIikS9f69f7Rc9bc9PQUPbOyIIRGAABE0P5XJTkMWaz+mZSc6r0OAISlumK+U66mvsVzE0TdYGxQu5p3OWU3lm703AYAQpS/SipYY891Nktn/ui/DwAAEVS1tMop53oYFQAAAEA4GPwGAERSXWO7Boftg2jPrylUZlpyCI0AAIiYWExqfMUtW77VbxcACNlzq/KV7fB9xHtHzqmzZyCERoiqz9o+06W+S9bcvQX3qmhaUQiNACBEZY7fRzRu89sDAICIKptTpkU5i6y5o51HdazzmP9CAAAAAJww+A0AiJwgCJw3622uKPbcBgCAiDr9mXT5lD1XtE6au9x7HQAIU1ZaijasKbTmBocD7WxsC6ERoqr2eK1TrqrUbVMfACSUVS9JyWn23KFaqf+a/z4AAESMMUabSjc5Zdn6DQAAAMQPBr8BAJFzqK1bx85eteZK505T2fwZ/gsBABBFrtu+y7b47QEAk6Ta8RBpTX2r5yaIqkvXL+mT1k+suemp0/X4gsdDaAQAIcvKk+5cb88N9khHdvrvAwBABG0s2agkYx8b2XNijwaGuaMVAAAAEA8Y/AYARE7NXrdt39XrimWM8dwGAIAI6uuWDtfZcykZ0l0veq8DAJNh7YKZWjIn25o70tGtQ21dITRC1Lxx4g0NBUPW3LOLn1VGSkYIjQBgEpRvdcs1bPPbAwCAiJqbNVcPFD5gzV3pv6KPWz723gcAAACAHYPfAIBI6RscVl2D/VbqyUlGL6x129AHAABGOFwrDV2355ZvlDJneK8DAJPBGKPqdfOdsjv2svUbYxMEgfOt1CtLK712AYBJteRRKafInjvzuXSp2X8fAAAiyPV7CtfvUQAAAAD4xeA3ACBS3jtyTt199o1ojy6bqznT00NoBABABLlu0yvf4rcHAEyyF9cWKTnJfhehusY29Q8Nh9AIUXH40mE1XWmy5kpnlOqu2XeF0AgAJklSsrTmZbds4yt+uwAAEFGPzH9EM9JnWHOftX+mcz3n/BcCAAAAcEsMfgMAImV7fYtTbnMF274BABiXC19LrV/ac7kLpEUP+e8DAJNobk6GHr5jjjV3pXdQ7x85H0IjRMVYtn0bYz98AAAJrewXbrnGV6UYB60AABirtOQ0rV+y3pqLBTHtPrE7hEYAAAAAboXBbwBAZLRfua7fN1205mZPS9Ojd84NoREAABHkukWv7BdSEt9yAog+10OlrodUgb6hPr154k1rLsWkOA1nAEDCm1UiLXzAnrvaLjV/5L8PAAARVFVa5ZSra6pTEASe2wAAAAC4FX4KDwCIjNf2tsrls6aq8iKlJvOfQAAAxmx4SNr/G7es61Y+AEhwj905T3nZadbcp8cvqKPregiNkOg+PPOhrg5eteYeLH5QszNnh9AIAOJA+Va3XMOv/PYAACCiluUt0/K85dbc6e7TarzQ6L8QAAAAgFEx9QYAiIRYLFDN3lanbHXFfM9tAACIqKb3pWvn7LnFD0kzF/rvAwBxIC0lSZVlRdZcLJBe39cWQiMkutqmWqec60Y+AIiEFZuktGn23NdvSr2d/vsAABBBlaWVTrna427fswAAAADwg8FvAEAkfHmqU2c6e625NfNn6I5500NoBABABLluzyv/pd8eABBnNt9d7JSrqW/hlti4pfZr7fqi4wtrblbGLP20+KchNAKAOJGWLa10OPAyPCAdrPHfBwCACFq/ZL1Sk1KtubdPva3eQfvP5AAAAAD4weA3ACAStte3OOWq17kNZAAAgBF6LkrfvG3PpedIdz7vvw8AxJE783O0qijXmjt1qVdfnbocQiMkqp3NOxXIfjhgQ8kGp4EMAIiU8q1uuYZtfnsAABBRuem5emzBY9bc9aHrevf0uyE0AgAAAHAzDH4DABLe1b5BvXXwrDWXnpKkDWsKQ2gEAEAEHfitFBuy5+56UUrL8t8HAOLM5gq3Q6auh1Yx9cSCmHY27XTKut6CHQAiZf690qxSe+7sAanjgP8+AABEUFWpwx02JNUer/XcBAAAAMBoGPwG8P9n78+j7Crv/ND7u6tKIxISmhBIYtDADJKQbDxjJhubSTIID+BObu5N597c5ObmZuhO386b5CZ500ln6LxJOkOnczttaNvIWAKMjW1sbHDjSUJiHiRGDYAkBBpAEqWq/f4hOm1Apb1Vqn2q6tTnsxbLa+39red8y4slcc757eeBYe/uR17Ovu6eytyV583MpHF2RAOAo1aWybpb62UXf7nZLgBD1LULZ2V0V/VHbd9+9OXsPVDjQRpGnDWvrMmWvVsqcxdMuyDzJs9rQSOAIaYo6u/6vb7m+xcA4F0+dNKHcuL4EytzD217KC/ufrEFjQAAgPcy+A3AsLdy7eZauRuXzmm4CQC0qa3rkm2PV+emn5XMurD5PgBD0KTxo/Lpc2dW5t56uyfffuTlFjRiuFm1sd6OecsWLGu2CMBQdsEXkqLGV1uPfD05eKD5PgDQZjo7OnPtvGtrZeueWAQAAAwsg98ADGsbt+3N2hdfr8zNmjwuH547tQWNAKAN1d0tb/HNh3bhAxihViyZXSu3cu2mhpsw3Ox5e0/uffHeytzYzrG58rQrW9AIYIg6/qRk/hXVuX2vJ09/p/k+ANCGls1fVit3x7N3pKe3+kReAABgYBn8BmBY+0bN3b5vWDI7HR0G0QDgqHXvSx5dWZ0rOpMLPt98H4Ah7KPzp+XkSWMrc7984fU8t31vCxoxXNzzwj3Z37O/Mnf5qZdn4uiJLWgEMIQtvqlebt0tzfYAgDZ1yvGnZMmJSypz297alp++/NMWNAIAAH6VwW8Ahq2DPb25/aH6g98AQD88dXeyf1d17owrkwkzmu8DMIR1dhS5vuZ7j7oPsTIyrN64ulau7s57AG3tjM8k42uc7PfsD5LdW5vvAwBtaPn85bVydd/LAAAAA8fgNwDD1v0btmf7ngOVuY/Mm5o5U8a3oBEAtKG6u+TV3XUPoM3Vfej09oc2p6e3bLgNw8FzbzyXR7Y/UpmbNWFWPjDzAy1oBDDEdY1Ozr+xOlf2Jg9/tfk+ANCGrjj1iozvqv5u7Ycv/TC7DtTYNAIAABgwBr8BGLZu+2W9HfJuXDqn4SYA0Kbe2JQ896Pq3HHTkwWfarwOwHBw6tTjctHpUypzr+4+kPs3bG9BI4a6ujvkXTfvunQUPs4FSFL/wdN1tySlB60A4GiNHzU+V55+ZWWuu7c7dz93dwsaAQAAf8Y3BQAMS6/tPZB7n3y1MjdxTFc+fe7MFjQCgDb08FeT1BiSuODzSeeoxusADBd1Hz5duWZTw00Y6rp7u3Pns3dW5ooUuW7+dS1oBDBMzDw/OWlhdW7nc8lLP2u+DwC0oWXzl9XK1X2YFQAAGBgGvwEYllav35qDNY5Fv2bRyRk3urMFjQCgzfT2Htodr47FNzfbBWCY+cz5MzNhTFdl7vtPvJqdb77dgkYMVX+65U/z2v7XKnMXnXRRTp5wcgsaAQwji79cL1f3fQ0A8C6Lpi/KacefVpl7cueTeWrnU80XAgAAkhj8BmAYKsuy9s54K5bMbrgNALSpF/80eePF6tysJcmMs5vvAzCMjB/dlasvOKky191T5o71W1rQiKFq1YZVtXJ1d9oDGFHOuz7pHF2de3xVcmBv830AoM0URf2Th+z6DQAArWPwG4Bh57Etu/PUK3sqcwtmTMiiOZObLwQA7chu3wDHZMXSObVyt63Z3HAThqrX9r2W+zffX5mbOGpiLjvlshY0Ahhmxk9Jzrq6Otf9ZvLE6sbrAEA7unbetekoqsdKvvXct/J2jxOtAACgFQx+AzDs3FZzt+8bl85JURQNtwGANrR/d/LEHdW5rrGHdtkD4H0uPGVy5k4/rjL35Mu789iWXS1oxFDzree+lYPlwcrcZ07/TMZ2jW1BI4BhqO6DqOtubbYHALSpGeNn5KMnf7Qyt+vArvxo048a7wMAABj8BmCY2d/dU+so9M6OIssWz2pBIwBoQ49/Mzm4rzp39rXJ2EnN9wEYhoqiyI01d/1eWfPhVtpHWZa1j0JfvmB5s2UAhrO5n0yOr/EZ4EsPJjs2Nl4HANpR3fckqzauargJAACQGPwGYJj53hOvZvf+6h3RLj1rRqZPHNOCRgDQhtbdUi9Xd3c9gBHqc4tnpbOj+hSi1eu3Zn93TwsaMVQ8/trj2fhG9QDi/Mnzc+7Uc1vQCGCY6uhMFn2pXna9Xb8BoD8+OfuTOWHMCZW5B7c+mFfffLUFjQAAYGQz+A3AsFJ3J7wVS2Y33AQA2tT2p5PNv6zOTT4lOe3jzfcBGMZmHD82nzxjemVu177u3PukL8dHklUb6u2Et2z+shRF9cMDACNa3cHvh7+a9HrQCgCO1qjOUblq7lWVud6yN3c9d1cLGgEAwMhm8BuAYWPLG/vyk407KnPTJozOJWfNaEEjAGhDdXf7XnRT0uEtJUCVFUvrPZS6cs3mhpswVOw/uD/fef47lbmuoitXz726BY0Ahrkpc5NTP1ad2/Ny8uwPm+8DAG1o2fxltXKrN65OWZbNlgEAgBHOt/QADBu3r92cOp8VLV88K6M6/RUHAEetpzt5+Gv1sgu/2GwXgDZx6VknZspxoytz92/Ynpd37WtBIwbbD176QfZ076nMfWL2JzJ13NQWNAJoA4tvqper+6ArAPAuZ045M2dPObsy9+LuF7Nu27oWNAIAgJHLVBwAw0Jvb5lvrK23A96KpXMabgMAbWrjvcmb26pzp1+cnHBq830A2sDoro4sXzyrMleWyTcf2tKCRgy21RtX18otX7C82SIA7eSc65LRE6pzT387eWtn830AoA3VfY9S9z0PAADQPwa/ARgWfv78zry0863K3MI5k3PGiRNb0AgA2lDd3e8W39xsD4A2s2Lp7Fq5lWs2ORK7zW3duzU/f/nnlbmpY6fmY7M+1oJGAG1i9HHJuTWG0XreTh5d2XwfAGhDnz39sxnVMaoyd88L9+St7urv9AAAgP4x+A3AsLBy7aZauRtrDlQAAO+xd3vyzD3VuTGTkrOvab4PQBs5a+bxuWD2pMrcC6+9lV++8HoLGjFY7nj2jpSpHu6/dt616eroakEjgDay+Mv1cuu+0mwPAGhTk8ZMymWnXFaZ23dwX7734vda0AgAAEYmg98ADHl79nfn24++XJkb09WRaxae3IJGANCGHr0t6T1YnTv/+mTUuOb7ALSZFUvqPaR625p6D70y/PSWvblj4x21ssvmL2u2DEA7mvPBZOqC6twrjyYvP9x8HwBoQ3Xfq6zasKrZIgAAMIIZ/AZgyLv7kZezv7u3MveZ82bm+LHVR8wBAO9Rlsm6W+plF93cbBeANnXtwlkZ3VX9Udzdj7ycvQdqPIjDsPPLV36ZLXu3VOYumH5B5k6e24JGAG2mKJLFN9XLrru12S4A0KY+dNKHcuL4EytzD217KC/ufrEFjQAAYOQx+A3AkFd3x7sbl85puAkAtKmt65JtT1Tnpp+dzLqw+T4AbWjS+FH59LkzK3P7unvy7UeqTzxi+Fm9cXWtnN2+AY7Bwi8mRWd17tHbkoMHmu8DAG2ms6Mz1867tla27olHAADA0TH4DcCQtnHb3jz00huVudknjMuH5k5tvhAAtKO6u30vvunQLnoA9MuNS2fXytV9+JXhY8/be/L9F79fmRvbOTZXnnZlCxoBtKmJM5P5l1fn9r2ePP3t5vsAQBuq+7DqHc/ekZ7enmbLAADACGTwG4AhbeXaegMPNyyZnY4Og2gAcNS69yWPfqM619GVXPD55vsAtLGPzJuWkyeNrcytefH1PLd9bwsa0Sr3vHBPDvRU7yx7+amXZ+LoiS1oBNDGFt9cL1f3AVgA4F1OOf6ULD1xaWVu21vb8tOXf9qCRgAAMLIY/AZgyDrY05tvPrSlVvb6C+vtnAcAvMdTdycHdlXnFnw6mTCj+T4Abayzo8gNS+q9d1m5dnPDbWil1RtW18otn7+82SIAI8EZVybja5wM+OwPk131PnsEAN6t7q7fqzasarYIAACMQAa/ARiyfvzM9mzfU70j2kfnT82cKeNb0AgA2tC6r9TL1d01D4AjumHJnFq5bz60OQd7ehtuQys8+8azeWTHI5W5WRNmZenM6l3zAKjQNbreaUVlb/LwV5vvAwBt6IpTr8j4rurv5u7bdF/e2P9G84UAAGAEMfgNwJB125pNtXIrag5OAADv8cZLyXM/rs4dNz1ZcEXzfQBGgFOmjs+H5k6pzL26+0Ae2LCjBY1o2uqNq2vlrpt/XToKH9cCDIhFN9XLrb81KctmuwBAGxo/anyuPP3Kylx3b3fufv7uFjQCAICRwzcJAAxJr+09kB88ua0yN3FsV648b2YLGgFAG1r/1SQ1hhwu+HzSOarxOgAjxY1L6z28unJtvYdhGbq6e7tz17N3VeaKFLlu3nUtaAQwQsw8LzlpUXVu53PJSz9tvA4AtKPl85fXyt2x8Y6GmwAAwMhi8BuAIWnVui052Fs9iHbNwpMzdlRnCxoBQJvp7T20u10di7/cbBeAEeYz552UCWO6KnPff+LV7Hzz7RY0oik/2fyTvLb/tcrcRSddlJMnnNyCRgAjyOKb6+XW1XxfBAC8y8LpC3Pa8adV5p7c+WSe2vlU84UAAGCEMPgNwJBTlmW+sXZzrWzdnfIAgPd48SfJGy9W52YtTWac1XwfgBFk3OjOXLPwpMpcd0+Z1eu2tKARTVm1cVWtXN2d8gA4Cuddn3SOqc49vio5sLf5PgDQZoqiyLL5y2plV22o994IAACoZvAbgCHn0S278tQreypzZ5w4IQtnT2pBIwBoQ3V3tau7Sx4AR+WGJfUeYr1tzaaUZfVpSAw9O/btyAObH6jMTRw1MZeecmkLGgGMMOOnJGdfXZ3rfjN5YnXjdQCgHV0z75p0FNVjJ3c/f3fe7nGiFQAADASD3wAMOSvX1Nvte8WSOSmKouE2ANCG9u9KnrijOtc1Ljnvc833ARiBLjxlcuZNP64y99Qre/L41t0taMRAu/u5u3OwPFiZ++zcz2Zs19gWNAIYgRbdVC+37pZmewBAm5oxfkY+NutjlbldB3blR5t+1HgfAAAYCQx+AzCk7O/uyR3rq48y7+oosmzxrBY0AoA29Ng3k4P7qnPnXJuMdboGQBOKosiKpfV2/V65ZlPDbRhoZVnWPsq87tHoAPTD3E8mx8+uzr3002THxsbrAEA7Wj5/ea3cqo313iMBAABHZvAbgCHle0+8mt37q3dEu+SsGZk+cUwLGgFAG1p/a71c3d3xAOiXzy2elc6O6lOMVq/fmv3dPS1oxEB5bMdjeXbXs5W5+ZPn59yp57agEcAI1dGZLPpivWzd90kAwLtcPPvinDDmhMrcg1sfzKtvvtqCRgAA0N4MfgMwpNTdye7GmjvjAQDvsf3pZPMvq3OTT0lO+3jzfQBGsBnHj80nz5hemdu1rzv3PunL8eFk9cbVtXLL5i9LUVQP/wNwDBZ9qV7u4a8mvR60AoCjNapzVK6ae1VlrrfszV3P3dWCRgAA0N4MfgMwZGx5Y19+snFHZW7ahNH55JnVwxEAwGGsu6VebtFNSYe3jABNW1Hzodbb1mxuuAkDZf/B/fnO89+pzHUVXbl67tUtaAQwwk2Zm5z6sercnpeTZ3/YfB8AaEPL5i+rlVu1YVXKsmy2DAAAtDnf4gMwZNy+dnPqfNbzuQtnZ1Snv8IA4Kj1dCcPf61GsKi/Kx4Ax+TSs2ZkynGjK3MPbNierW/sa0EjjtUPXvpB9nTvqcx9YvYnMnXc1BY0AiCLb66XW/eVZnsAQJs6c8qZOWfqOZW5l/a8lHXb1rWgEQAAtC9TcwAMCb29ZVau3VQru2LJ7IbbAECb2nhv8ua26tzpn0gmn9J8HwAyuqsjyxfPqsyVZfLNh+z6PRys2riqVm75guUNNwHgfzjn2mT0xOrcU99O3nyt+T4A0IZq7/pd8z0TAABweAa/ARgSfv78zmzaWb173aI5k7PgxBpf0gAA77fulnq5xV9utgcA73Lj0jm1civXbnYk9hC3Ze+W/OLlX1Tmpo2blo/N+lgLGgGQJBl9XHJejQdueruTR1c23wcA2tBnT/9sRndUn2j13Re+m7e632pBIwAAaE8GvwEYElauqbnb91K7fQNAv+zdnjxzT3VuzKTk7Kub7wPA/3DmzIm5YPakytyLr72VXzy/swWN6K87N96ZMtXD+dfMvSZdHV0taATA/7Do5nq59TUfmAUA3mXSmEm59JRLK3P7Du7Ld1/4bgsaAQBAezL4DcCg27O/O99+7OXK3Jiujlyz8OQWNAKANvTI15Peg9W5869PRo1rvg8A77Ki5q7ft63Z3HAT+qu37M3qjatrZesegQ7AAJrzwWTqgurcK48mLz/cfB8AaEPL59c4YSOp/d4JAAB4P4PfAAy6bz3ycvZ391bmPnv+STl+7KgWNAKANlOWybqau9bV3QUPgAF17QUnZ3RX9Ud133705ew9UONBHlrul6/8Mlvf3FqZu2D6BZk7eW4LGgHwLkWRLL6pXnbdrc12AYA2ddFJF+XE8SdW5h7a9lBe3P1iCxoBAED7MfgNwKBbuWZTrdyKJbMbbgIAbWrrQ8n2J6tz089OZl3YfB8A3mfS+FG58tyZlbl93T25+5Hq4WJab9XGVbVydXfAA6ABC7+YFJ3VuUe+nnTvb74PALSZzo7OXDf/ulrZOzbe0XAbAABoTwa/ARhUG7ftyUMvvVGZm33CuHxo7tTmCwFAO6q72/fimw/tggfAoFixtN7DrivXbG64CUdrz9t7cu+L91bmxnaOzZWnXdmCRgAc1sSZyYIrqnP730ie/nbjdQCgHS2bt6xW7o5n70hPb0+zZQAAoA0Z/AZgUK1cW29g4YYls9PRYRANAI5a977k0durcx1dyQWfb74PAH36yLxpmTV5XGVuzYuv59nte1vQiLq+8/x3cqDnQGXuilOvyITRE1rQCIA+LbqpXm79rc32AIA2Nef4OVl64tLK3La3tuWnL/+0BY0AAKC9GPwGYNB09/Tm9rVbKnNFcWjwGwDohye/lRzYVZ0748pkwvTm+wDQp86OItdfOKtW9hs1H6KlNeoeUb5s/rJmiwBQ7Ywrk/E1Thbc+INkV/VnlwDA+y1fsLxWbtWGVQ03AQCA9mPwG4BB8+Ont2fH3uod0T4yb2pmnzC+BY0AoA2tv6Veru6udwA06oYlc2rlbl+7OQd7ehtuQx3PvvFsHtnxSGVu1oRZWTqzetc7ABrWNbrmaUdl8vBXG68DAO3o8lMuz3GjjqvM3bfpvryx/43mCwEAQBsx+A3AoFm5dlOt3I1L6w0+AADv8cZLyXM/rs4dNyNZcEXzfQCodMrU8fnw3OpdSLftOZAHNuxoQSOqrN64ulZu2fxl6Sh8HAswJCy+uV5u/a1JWTbbBQDa0PhR43PlaVdW5rp7u3P383e3oBEAALQP3zQAMCh27D2QHzy5rTI3cWxXPn3uzBY0AoA2tP6rSWoMKSz8fNI5qvE6ANSzYunsWrnb1tR7mJbmdPd2585n76zMFSly3bzrWtAIgFpOPDc5aVF1budzyUs/bbwOALSjZfOX1crVfZgWAAA4xOA3AINi9botOdhbPYh27cKTM3ZUZwsaAUCb6e1N1t9SL7uo5m53ALTEZ847KRPGdFXm7n3y1ex88+0WNKIvD2x+IDv376zMfeikD+WkCSe1oBEAtdXd9XtdzfdVAMC7LJy+MKcdf1pl7qmdT+XJ155svhAAALQJg98AtFxZllm5ZnOt7IqlcxpuAwBt6sWfJG+8VJ2btTSZcVbzfQCobdzozlyzsHpIuLunzOp1W1rQiL7U3Zmu7k53ALTQ+TcknWOqc4+vTg7sabwOALSboijs+g0AAA0w+A1Ayz26ZVeefrX6y5IzTpyQhbMntaARALShurvS1d3lDoCWqvsQ7G1rNqUsq09TYuDt2Lcj92++vzI3cfTEXHrKpS1oBMBRGXdCcvbV1bnuNw8NfwMAR+3aedems6g+2ffu5+/O2z1OtAIAgDoMfgPQcret2VQrd+PSOSmKouE2ANCG9u9KnrijOtc1Ljnvc833AeCoLZ4zOfOmH1eZe+qVPXl86+4WNOK97n7u7vSUPZW5z57+2YztGtuCRgActUU31cvVfbAWAHiX6eOn56OzPlqZ23VgV+7bdF8LGgEAwPBn8BuAltrf3ZM712+tzHV1FFm2eFYLGgFAG3rsm8nB/dW5c65NxjpdA2AoKooiNx7Frt+0VlmWWbVhVa3s8vnLG24DQL/N/WRy/Ozq3KafJTs2Nl4HANpR3fdEqzeubrYIAAC0CYPfALTUdx9/Jbv3H6zMXXrWjEybMKYFjQCgDdXdjW7xzc32AOCYLL9wVjo7qk9BumP91uzvrt55moHz2I7H8uyuZytz8yfPzzlTz2lBIwD6paMzWfSletn1dv0GgP64ePbFOWHMCZW5B7c+mFfffLUFjQAAYHgz+A1AS31j7eZauRU1d7YDAN5j21PJljXVucmnJKd+rPk+APTbjIljc8mZ0ytzu/Z15/tP+HK8lVZtrL/bd1FUD+8DMIjqDn4//LWkp3pDCwDg3UZ1jspVc6+qzPWWvbnrubta0AgAAIY3g98AtMzm19/KTzbuqMxNmzAmn6wx3AAAHEbdXegW3Zx0eEsIMNTdsKTeQ7Eraz5ky7Hbd3BfvvP8dypzXUVXrp53dQsaAXBMppyenPbx6tyel5Nnf9h8HwBoQ8sXLK+VW7VhVcqybLgNAAAMb77lB6Blbl+7JXU+q/nchbMyqtNfUQBw1Hq6k4e/XiNYJIu+2HgdAI7dpWfNyNTjRlfmHtiwPVvf2NeCRvzgpR9kb/feytzFcy7OlLFTWtAIgGO26KZ6uboP2gIA73LGCWfknKnnVOZe2vNS1m1b14JGAAAwfJmqA6AlenvLfOOhTbWyK5bMbrgNALSpDd9P3txWnZt7cTL5lOb7AHDMRnd1ZPniWZW5sky++ZBdv1th9cbVtXLL59fb0Q6AIeCca5PRE6tzT307efO15vsAQBuq+x5p1cZVDTcBAIDhzeA3AC3xs+dfy6ad1bvPLZozOQtOrPElCwDwfutvrZdbdHOzPQAYUCuWzqmVu23N5vT2OhK7SVv2bsnPX/55ZW7auGn56KyPtqARAANi9HHJeTWG0Xq7k0dXNt8HANrQZ07/TEZ3VJ9o9d0Xvpu3ut9qQSMAABieDH4D0BLfWFNv57kbaw40AADvsXd78sw91bkxk5Kzr26+DwAD5syZE7Nw9qTK3Es738ovXtjZgkYj1x0b76iVu2beNenq6Gq4DQADavGX6+XW3dJsDwBoU5PGTMplp1xWmdt3cF+++8J3W9AIAACGJ4PfADRu9/7ufPuxlytzY0d15OqFJ7WgEQC0oUe+nvQerM6df30yalzzfQAYUDfU3vV7U8NNRq7esrf24Pey+cuaLQPAwJv9gWTqgurcq48mLz/cfB8AaEN13yut3ri60R4AADCcGfwGoHF3P/Jy9nf3VuY+c95JOX7sqBY0AoA2U5bJuq/Uyy6+udkuADTi2oUnZ0xX9Ud533n0lew9UONBII7aL175Rba+ubUyt3D6wsydNLcFjQAYUEVR//2SXb8BoF8uOumizDxuZmXuoW0P5YVdLzRfCAAAhiGD3wA0ru6OcyuWzm64CQC0qS0PJdufqs5NPzs5+cLm+wAw4CaNG5VPn1v95fi+7p7c/Uj1cDJHr+6Oc3b7BhjGFn4hKTqrc4/clnTvb74PALSZzo7OXDvv2lrZO56td+ISAACMNAa/AWjUxm17su6lNypzs08Ylw+dPrX5QgDQjtbX3G1u8c2HdrEDYFi6cemcWrnb1mxuuMnIs/vt3bn3xXsrc2M7x+bK065sQSMAGjFxZrLgiurc/jeSp7/deB0AaEfL5i2rlbtz453p6e1ptgwAAAxDBr8BaNTKmgMHK5bMSUeHQTQAOGrd+5JHb6/OdXQlF3y++T4ANOYj86Zm1uRxlbm1L76eZ7fvbUGjkeOe5+/JgZ4DlbkrTr0iE0ZPaEEjABqz6KZ6uXU1H8AFAN5lzvFz8oGZH6jMbdu3LQ9ufbAFjQAAYHgx+A1AY7p7enP7Q1sqc0WRXL9kVgsaAUAbevJbyYFd1bkzrkwmTG++DwCN6egocv2S2bWydR/CpZ7VG1fXyi1fsLzZIgA074wrk/E1TiZ89ofJLn/fAkB/LJu/rFau7nsxAAAYSQx+A9CYHz+9PTv2Vu+I9tF50zL7hPEtaAQAbWjdV+rlFt/cbA8AWmJFzcHvbz60OQd7ehtuMzJsfH1jHt3xaGVu9oTZWXLikhY0AqBRXaOTC75QI1gmD3+18ToA0I4uP+XyHDfquMrcfZvuyxv732i+EAAADCMGvwFozG1rNtXKrVhab3ABAHiP119Mnr+/OnfcjGT+Fc33AaBxc6aMz4fnVu9Cum3Pgdy/YXsLGrW/ujvMXTf/unQUPm4FaAuLb6qXW3drUpbNdgGANjR+1PhcedqVlbnu3u7c/fzdLWgEAADDh28iAGjEjr0H8sOntlXmJo7tyqfPndmCRgDQhh7+apIaQwYLv5B0djVeB4DWuPED9R6eXblmc8NN2l93b3fueu6uylyRItfNu64FjQBoiRPPTU5eXJ17/fnkxQeb7wMAbWjZ/GW1cnUfxgUAgJHC4DcAjVi9bksO9lYPol278OSMHdXZgkYA0GZ6e5P1t9bLLr652S4AtNSV556UiWOqH+i598lX89reAy1o1L4e2PxAdu7fWZn70EkfykkTTmpBIwBaZlHNXb/rvi8DAN5l4fSFOe340ypzT+18Kk++9mTzhQAAYJgw+A3AgCvLMret2VQre+PSOQ23AYA29cIDyRsvVedmfyCZfmbzfQBomXGjO3P1wpMrc909ZVav39qCRu1r1cZVtXLLFyxvuAkALXf+DUnnmOrc46uSA3ua7wMAbaYoitrvpez6DQAAf87gNwAD7pHNu/LMq3src2eeODEXzJ7UgkYA0Ibq7ipXd5c6AIaVFUtn18qtXLMpZVl9GhPvt2Pfjjyw+YHK3MTRE3PpKZe2oBEALTXuhOTsq6tz3W8lj69uvA4AtKNr5l6TzqL6ZOC7n787b/e83YJGAAAw9Bn8BmDArVxbb7fvFUtnpyiKhtsAQBvavyt54o7qXNe45LzPNd8HgJZbPGdy5s+YUJl76pU9eWzL7hY0aj/fevZb6Sl7KnOfPf2zGVNnR1gAhp/FN9fLrbul2R4A0Kamj5+ej836WGVu14FduW/TfS1oBAAAQ5/BbwAG1P7untxR4yjxro4iyxbPakEjAGhDj92eHNxfnTvn2mSs0zUA2lFRFFmxpOau3zUfzuXPlWVZ+yjx5fPrHU0OwDB0+sXJ8TX+vt30s2THhub7AEAbWjZ/Wa3cqo2rmi0CAADDhMFvAAbUdx9/JXv2H6zMXXrWjEybYEc0AOiXdbfWy9XdnQ6AYWn5hbPS2VF9itLqdVuyv7t652r+3KM7Hs2zu56tzC04YUHOmXpOCxoBMCg6OpNFX6qXXV/zfRoA8C4Xz744J4w5oTL3060/zStvvtKCRgAAMLQZ/AZgQK1cs7lW7salcxpuAgBtattTyZY11bnJpySnVh+TCsDwNWPi2Fxy5vTK3O79B/P9J15tQaP2UXe372XzlqUoqofvARjGag9+fzXpqd4QAwB4t1Gdo3LV3Ksqc71lb+569q4WNAIAgKHN4DcAA2bz62/lT5/dUZmbNmFMPlljOAEAOIz1t9TLLbop6fCWD6Ddraj5UO1tazY13KR97Du4L995/juVua6iK1fPu7oFjQAYVFNOT077eHVu7yvJsz9svg8AtKHlC5bXyq3euDplWTbcBgAAhjZTAAAMmNvXbkmdz1quv3BWujr9FQQAR62nO3n4azWCRf1d6QAY1i49a0amHje6MveTjTuy9Y19LWg0/P3gpR9kb/feytzFcy7OlLFTWtAIgEG3+OZ6uXVfabYHALSpM044I+dOPbcy99Kel/LQtoda0AgAAIYuU3cADIje3jIr19bbQW7F0tkNtwGANrXh+8mb26tzcy9OJp/SfB8ABt2ozo4sXzyrMleWye1rN7eg0fC3esPqWrnl8+vtSAdAGzj72mT0xOrc099J3nyt+T4A0IaWzV9WK7dqw6pmiwAAwBBn8BuAAfGz51/L5terd49bfMrkzJ9R40sSAOD91t1SL7f4y832AGBIWbF0Tq3cyrWb09vrSOwj2bxnc37+ys8rc9PGTctHZ320BY0AGBJGj0/O+1x1rrc7efS25vsAQBv6zOmfyeiO6hOtvvfi9/JW91staAQAAEOTwW8ABsTKNfV2jrux5kACAPAee7clG75bnRszKTnrqub7ADBknDlzYhbOnlSZe2nnW/nFCztb0Gj4uvPZO2vlrpl3Tbo6uhpuA8CQsvjmerl1txw6agMAOCqTxkzKZadcVpnbd3BfvvtCjc9JAQCgTRn8BuCY7d7fne889nJlbuyojlx9wUktaAQAbeiRrye9B6tz59+QjBrXfB8AhpS6u37ftmZTw02Gr96yN3dsvKNWtu4R5AC0kdkfSKadUZ179bHk5Yeb7wMAbWjZgmW1cqs3rm60BwAADGUGvwE4Zt96+OXs7+6tzH32vJMyceyoFjQCgDZTlod2jatj8U3NdgFgSLpm4ckZ01X9Ud93Hn0le/Z3t6DR8POLV36RrW9urcwtnL4wcyfNbUEjAIaUokgW1Xy/Vff9GwDwLhfNvCgzj5tZmXto20N5YdcLzRcCAIAhyOA3AMds5dp6O8bdsHR2w00AoE1teSjZ/lR1bsY5yckXNt8HgCFn0rhRufK86i/H93X35O5Hqk9sGolWbVhVK7d8/vKGmwAwZC38QlJ0VuceXZl072++DwC0mc6Ozlw377pa2TuerXdiEwAAtBuD3wAckw2v7sm6l96ozM2ZMi4fOn1q84UAoB2t+0q93KKbDu1CB8CItGLJnFq5lWs3N9xk+Nn99u784KUfVObGdo7Np0/7dAsaATAkTZyZLLiiOrf/jeTpuxuvAwDt6Lr59Qa/79x4Z3p6expuAwAAQ4/BbwCOSd2BgRsunJOODoNoAHDU3n4reez26lxHV3LB55vvA8CQ9ZF5UzNr8rjK3NoXX8/GbXtb0Gj4uOf5e3Kg50Bl7lOnfSoTRk9oQSMAhqzFN9fLrbu12R4A0KbmTJyTD8z8QGVu275teXDrgy1oBAAAQ4vBbwD6rbunN998aEtlriiS65fMakEjAGhDT30rObC7OnfGlcmE6c33AWDI6ugocv2S2bWy37Dr97us3ri6Vm7Z/GWN9gBgGFjw6WR8jZMNn/1hssvftwDQH3Xfe63auKrZIgAAMAQZ/Aag33709Pbs2Fu9I9pH503L7BPGt6ARALShdbfUy9XddQ6Atrai5uD37Q9tzsGe3obbDA8bX9+YR3c8WpmbPWF2lpy4pAWNABjSukYnF3yhRrBMHv5q43UAoB1dfsrlOW7UcZW5+zbdl9f3v96CRgAAMHQY/Aag31au2VQrt2JpvcEDAOA9Xn8xef7H1bkJJybzr2i+DwBD3pwp4/PhudW7kG7fcyD3b9jegkZDX93dvq+bf106Ch+nApD6D96uuzUpy2a7AEAbGj9qfK487crK3MHeg/n2899uQSMAABg6fFMBQL/s2HsgP3xqW2Vu4tiufPrcmS1oBABtqO7ucBd8PunsarYLAMPGjR+o9/Dtbb/c3HCToa+7tzt3PXdXZa5IkevmXdeCRgAMCyeek5y8uDr3+vPJiw823wcA2tCy+ctq5eo+zAsAAO3C4DcA/bJ63ZYc7K3erea6RSdn7KjOFjQCgDbT23tod7g66u42B8CIcOW5J2XimOoHgu598tW8tvdACxoNXfdvvj879++szH345A/npAkntaARAMNG7V2/b2m2BwC0qYXTF+b0SadX5p7a+VSefO3JFjQCAIChweA3AEetLMvctmZTreyNS+c03AYA2tQLDyS7XqrOzf5AMv3M5vsAMGyMG92ZqxeeXJk72Ftm9fqtLWg0dNXdGa7uTnMAjCDnXZ90jqnOPbE6ObCn8ToA0G6Koqj9XmzVxlXNlgEAgCHE4DcAR+2RzbvyzKt7K3Nnnjgx58+a1IJGANCG6u4KZ7dvAA7jxqWza+VWrtmUsqw+zakd7di3Iw9sfqAyN3H0xFx6yqUtaATAsDLuhOTsa6pz3W8ljxtGA4D+uGbuNeksqk8Wvvu5u3OgZ2SfaAUAwMhh8BuAo1Z3t+8VS2enKIqG2wBAG9r3RvLkndW5rnHJuZ9rvA4Aw8+iOZMzf8aEytxTr+zJY1t2t6DR0POtZ7+VnrKnMvfZ0z+bMXV2dAVg5Fl8U71c3Qd7AYB3mT5+ej4262OVud1v7859m+5rQSMAABh8Br8BOCr7u3ty58PVR4F3dRRZvnhWCxoBQBt6/JvJwf3VuXOuS8Ye33wfAIadoihq7/pd9+HedlKWZe2jwJcvWN5wGwCGrdMvTibNqc5t+nmyY0PzfQCgDS2fX+892eqNq5stAgAAQ4TBbwCOyncffyV79h+szF129oxMnWBHNADol7q7wdXdXQ6AEWnZ4lnp7Kg+hemO9Vuyv7t65+t28uiOR/PcrucqcwtOWJBzppzTgkYADEsdncnCL9bL2vUbAPrlE7M/kRPGnFCZe3DLg3nlzVda0AgAAAaXwW8AjsrKNZtr5VYsqbHTDQDwftueTLasrc5NPjU5tfqYUwBGrhkTx+aSM2dU5nbvP5jvPfFqCxoNHbV3+56/PEVRPTwPwAi26Ev1cg9/Lemp3lADAHi3UZ2jcvW8qytzZcrc9exdLWgEAACDy+A3ALVt2vlW/vTZHZW56RPH5JNnTm9BIwBoQ7V3+7456fCWDoAjW7F0dq3cyjWbGm4ydOw7uC/3PH9PZa6r6MpVc69qQSMAhrUppyenfbw6t/eV5NkfNN8HANrQsvnLauVWbVyVsiybLQMAAIPMlAAAtd3+0ObU+azkc4tnpavTXzEAcNR6upNHvl4jWNQ/ThyAEe3Ss2Zk2oTRlbmfbNyRLW/sa0GjwXfvi/dmb/feytwn53wyU8ZOaUEjAIa9xTfXy9V90BcAeJczTjgj5049tzK3ac+mrH21xmmKAAAwjJnKA6CW3t4y31i7uVa27o5yAMB7bPhe8ub26tzcTyaT5zReB4Dhb1RnR5YtmlWZK8vk9prv+Ya71RtX18rV3VEOAHL2tcnoidW5p7+TvPla830AoA3VfY9W9z0fAAAMVwa/AajlZ8+9ls2vV+/+duEpkzN/Ro0vOQCA91t3a71c3d3kACDJiqX1Hhb6xtrN6e1t7yOxN+/ZnF+88ovK3LRx0/LRWR9tQSMA2sLo8cl5n6vO9XYnj97WfB8AaEOfOf0zGd1RfaLV9178Xt7sfrMFjQAAYHAY/AaglpW1d/u2+ygA9MueV5Nn7qnOjZ2UnHVV830AaBtnzpyYhbMnVeZe2vlWfv78zhY0Gjx3PHtHrdw1865JV0dXw20AaCuLv1wv99BXDh21AQAclUljJuWyUy+rzO07uC/fe+F7LWgEAACDw+A3AJV27+/Otx99uTI3dlRHrr7gpBY0AoA29MjXk7KnOnfeDcmocc33AaCt1H1Id+XaTQ03GTy9ZW/u2Fhv8LvuEeIA8D/MXppMO6M6t+3x5OX1jdcBgHZU973aqo2rmi0CAACDyOA3AJW+9fDLOXCwtzL32fNOysSxo1rQCADaTFkm62+tl118c7NdAGhL1yw8OWO6qj8K/PajL2fP/u4WNGq9n7/887z8ZvVDzYumL8rcSXNb0AiAtlIU9d+vrav5/g8AeJeLZl6Uk46r3oRq3bZ1eWHXC80XAgCAQWDwG4BKt62pt+Nb3R3kAID32LI22f5UdW7GOcnJi5vvA0DbmTRuVK48b2Zlbn93b+5+pHo4ejhavXF1rZzdvgHotwu+kBSd1blHb0u69zffBwDaTGdHZ66dd22tbN33gAAAMNwY/AbgiDa8uifrN71RmZszZVwuOn1K84UAoB2tu6VebvHNh3aRA4B+uLHmw7p1H/4dTna/vTs/eOkHlblxXePy6dM+3YJGALSliScmCz5Vndu/K3n67ub7AEAbum7+dbVydz17Vw72Hmy4DQAAtJ7BbwCOaOXazbVyK5bMSUeHQTQAOGpvv5U8dnt1rqMrueDzzfcBoG19eO7UzJo8rjL30EtvZOO2vS1o1Dr3PH9PDvQcqMxdceoVmTB6QgsaAdC2Ft9UL1f3AWAA4F3mTJyTD8z8QGVu275teXDrgy1oBAAArWXwG4A+dff05psPbanMFUVy/ZLZLWgEAG3oqW8lB3ZX5864MjluWvN9AGhbHR1Fbqj53m3l2vba9XvVhlW1csvmL2u2CADtb8Gnk/E13rs9e1+yq96mGwDAuy2fv7xWbvXG1c0WAQCAQWDwG4A+/ejp7dmxt3pHtI/Nn1Zr1zgA4DDWfaVebvGXm+0BwIhQd/D7mw9tycGe3obbtMaG1zfksdceq8zNnjA7S09c2oJGALS1rtHJwi/UCJbJ+q82XgcA2tHlp16e40YdV5m7b9N9eX3/6y1oBAAArWPwG4A+3bam3g5vdQcHAID3eP3F5Pn7q3MTTkzmX958HwDa3pwp4/OReVMrc9v3HMiPn9negkbNq7vD27L5y1IURbNlABgZFt1UL7f+lqS3PR60AoBWGtc1LleedmVl7mDvwdz93N0taAQAAK1j8BuAw9q+50Due2pbZe74sV359LkzW9AIANrQ+j+pl1v4haSzq9kuAIwYK5bWe3i37sPAQ1l3b3e+9dy3KnNFilw3/7oWNAJgRDjxnOTkC6tzr7+QvPRg43UAoB0tm7+sVm7VxlUpy7LZMgAA0EIGvwE4rNXrtuRgb/WHINctmpWxozpb0AgA2kxvb/3B70U3N9sFgBHlynNPysQx1Q8U/eDJbdmx90ALGjXn/s33Z+f+nZW5D5/84cw8zkPNAAygxTV3/V53a7M9AKBNLZy+MKdPOr0y98zrz+TJnU+2oBEAALSGwW8A3qcsy9o7u9XdKQ4AeI8X7k92vVSdm/3BZPoZzfcBYMQYN7ozVy88uTJ3sLfM6nVbWtCoOas3rK6Vq7tTHADUdt4NSdfY6twTq5P9uxuvAwDtpiiKLJ+/vFZ29cbVzZYBAIAWMvgNwPs8vHlXNmzbW5k7a+bEnD9rUgsaAUAbWndLvVzdXeIA4CjcWPMh3m+s3Txsj8TesW9HHtjyQGVu4uiJufSUS1vQCIARZdzk5Kyrq3PdbyWPr2q8DgC0o2vmXZPOovpk4rufuzsHeob3iVYAAPBnDH4D8D4ra+72fcOS2SmKouE2ANCG9r2RPHlXda5rXHLu5xqvA8DIs2jO5CyYMaEy99Qre/Loll0taDTw7nr2rvSUPZW5z57+2YzpHNOCRgCMOItvrpdbf2uzPQCgTU0bNy0fn/Xxytzut3fnvk33taARAAA0z+A3AO+yv7sndz68tTLX1VFk+eJZLWgEAG3osduTg/urc+dcl4w9vvk+AIw4RVFkRc1dv1eu2dxwm4FXlmXto7yXL6h3NDgAHLXTL04mzanObfp5sv2Z5vsAQBtaNn9ZrdzqDasb7QEAAK1i8BuAd/nu469kz/6DlbnLzp6RqRPsiAYA/VJ3N7e6u8MBQD8sXzw7nR3VpzjdsX5L9ndX75w9lDyy45E8t+u5ytwZJ5yRc6ac04JGAIxIHR3Joi/Vy9r1GwD65ROzP5EpY6dU5h7c+mBeefOVFjQCAIBmGfwG4F1uW7OpVu7GpTV2qgEA3m/bk8mWtdW5E05LTv1o43UAGLmmTxyTS86cUZnbvf9gvvfEqy1oNHDq7va9bP6yFEX18DsA9Fvdwe+Hv5r0VG/IAQC826jOUblq7lWVuTJl7nz2zhY0AgCAZhn8BuB/2LTzrTz47GuVuekTx+TiM6a3oBEAtKF1t9TLLbrp0O5wANCgG5fOrpVbWfMh4aFg38F9+c7z36nMdXV01RoOAIBjcsJpyWkfr87tfTV59geN1wGAdrR8/vJaudUbV6csy4bbAABAs0wRAPA/3P7Q5tT5rONzF85KV6e/QgDgqPV0J498vUawSBZ+sfE6AHDJWTMybcLoytxPNu7Iljf2taDRsbv3xXvzZveblblPzv5krePAAeCYLf5yvdy6rzTbAwDa1IITFuTcqedW5jbt2ZS1r9Y4jREAAIYwU3sAJEl6e8t8Y+3mWtkVS+Y03AYA2tSG7yVvbq/Ozf1kMtnftwA0b1RnR5YvnlWZK8vk9prvGQfb6o2ra+WWL6i3IxwAHLOzr0nGHF+de/qe5M0dzfcBgDZUd9fvVRtXNdwEAACaZfAbgCTJz557LZtfr9697cJTJmf+jAktaAQAbWjdLfVyi29utgcA/IoVS+s9bLRy7ab09g7tI7E37dmUX7zyi8rc9HHT85GTP9KCRgCQZPT45LzPVed6u5NHbmu+DwC0oc/M/UzGdI6pzH3/xe/XOiUKAACGKoPfACRJbluzqVbuxpoDAQDAe+x5NXnmu9W5sZOSs65uvg8AvOOMEydm4ZzJlblNO/fl58/vbL7QMbjz2Ttr5a6Zd026OroabgMAv2JRzQd8191y6KgNAOCoHD/6+Fx6yqWVuX0H9+W7L9T4nBYAAIYog98AZPf+7nznsVcqc2NHdeSqC05qQSMAaEOPfD0pe6pz569IRo1tvg8A/IoVS2bXyq2s+dDwYOgte3PHxjtqZZfNX9ZsGQB4r9lLk2lnVue2PZ5sXdd8HwBoQ8vnL6+VW71xdbNFAACgQQa/AchdD2/NgYO9lbnPnn9SJo4d1YJGANBmyvLQrm11LLqp2S4AcBjXLDw5Y7qqPyr89mMvZ8/+7hY0Ono/f/nnefnNlytzi6YvyumTTm9BIwD4FUWRLK75fm/9rc12AYA2ddFJF+Wk46o3sVq3bV2e3/V8CxoBAMDAM/gNQFau2Vwrt2LJnIabAECb2rI22fF0dW7GucnJi5vvAwDvMWncqHzmvJmVuf3dvfnWI9XD1YNh1cZVtXLLF9TbAQ4ABtwFX0iKzurcoyuT7v3N9wGANtNRdOS6+dfVytr1GwCA4crgN8AIt+HVPVm/6Y3K3ClTxuei06c0XwgA2tG6r9TLLb7p0C5wADAIViyt97DvyjWbGm5y9HYd2JUfvPiDyty4rnH59GmfbkEjADiMiScmCz5Vndu/K3nqW833AYA2dN28eoPfdz17Vw72Hmy4DQAADDyD3wAj3Mq19Xb7vmHJ7HR0GEQDgKP29lvJY9+sznV0JRd8vvk+ANCHD8+dmlmTx1XmHnrpjWzctqcFjeq75/l78nbv25W5K069IseNOq4FjQCgD4tvrpdbf2uzPQCgTc2eODsfnPnBytz2fdvz4NYHW9AIAAAGlsFvgBGsu6c333yoevC7KJLrl8xuQSMAaENP3pUc2F2dO/MzyXHTmu8DAH3o6ChyQ833fnUfIm6Vukd0L5u/rNEeAFDpjE8nx02vzj17X/LG0DtlAwCGg7rv/eq+lwQAgKHE4DfACPajp7dnx97qHdE+Nn9arV3fAIDDWH9Lvdyimru+AUCD6g5+f/OhLTnY09twm3o2vL4hj732WGVuzsQ5WXri0hY0AoAj6BxV87SnMnn4a43XAYB2dPmpl9c67em+Tffl9f2vt6ARAAAMHIPfACPYbWvq7RizYumchpsAQJt6/YXk+furcxNOTOZf3ngdAKgyZ8r4fGTe1Mrc9j0H8uNntregUbW6O7RdN++6FEXRbBkAqGPRTfVy629JeofGg1YAMJyM6xqXK0+7sjJ3sPdg7n7u7hY0AgCAgWPwG2CE2r7nQO57altl7vixXfnUOSe2oBEAtKH1X62XW/iFpLOr2S4AUNONNR/+rfswcZO6e7rzree+VZkrUuS6+de1oBEA1HDiOcnJF1bnXn8heenBxusAQDtavmB5rdyqjatSlmXDbQAAYOAY/AYYoVav25KDvdUfYly3aFbGjupsQSMAaDO9vcn6W+tlF93cbBcAOAqfPndmJo6pfiDpB09uy469B1rQqG/3b74/O/fvrMx9+OQPZ+ZxM1vQCABqWlzzfeC6W5rtAQBt6oJpF2TupLmVuWdefyZP7nyyBY0AAGBgGPwGGIHKsqy9M1vdnd4AgPd4/sfJrhp/387+YDL9jOb7AEBN40Z35ppFJ1fmDvaWWb1uSwsa9W31xtW1csvn19vpDQBa5rzrk66x1bnHVyf7dzdeBwDaTVEUWTZ/Wa3sqg2rmi0DAAADyOA3wAj08OZd2bBtb2XurJkTc96s41vQCADaUN3dvuvu8gYALbRiyexauZVrNg/akdg79u3IA1seqMxNHD0xl5xySQsaAcBRGDc5Ofua6tzBfcnjhtEAoD+umXdNOovqk43vfv7uHOgZ3BOtAACgLoPfACNQ3d2+Vyydk6IoGm4DAG1o3xvJk3dV57rGJefagRSAoWfRnMlZMGNCZe7pV/fk0S27WtDo/e569q70lD2VuatOvypjOse0oBEAHKVFN9XLrbul2R4A0KamjZuWj8/6eGVuz9t7ct9L97WgEQAAHDuD3wAjzP7untz18NbKXFdHkWU1jvYGAA7jsduTg/urc+cuS8Y6XQOAoacoity4dE6tbN2HiwdSWZZZtbHe7qfLF3jICoAh6vSLk0k1/r7d/Itk+zPN9wGANrRswbJaubrvMQEAYLAZ/AYYYe557JXs2X+wMnf52Sdm6gQ7ogFAv9Tdja3u7m4AMAiWLZ6Vzo7qU6DuXL81+7urd94eSI/seCTP73q+MnfGCWfk7Clnt6ARAPRDR0ey6Ev1suvt+g0A/fGJ2Z/IlLFTKnM/3frTvPLmKy1oBAAAx8bgN8AIs3JtvZ3YViyd3XATAGhTrz6RbH2oOnfCacmpH228DgD01/SJY3LpWTMqc7v3H8x3H2/tl+OrNtTc7Xv+8hRF9fA6AAyauoPfD38t6ane0AMAeLdRHaNy9dyrK3Nlytyx8Y4WNAIAgGNj8BtgBNm086386cbXKnPTJ47JxWdMb0EjAGhD62+tl1t086Hd3QBgCFuxpN5Dwd9Yu7nhJn9u38F9ueeFeypzXR1duWruVS1oBADH4ITTktM/UZ3b+2qy8d7G6wBAO1o2f1mt3OqNq9Nb9jZbBgAAjpEpA4AR5PaH6n0R/7kLZ6Wr018RAHDUeroP7cJWqUgWfbHxOgBwrC45a0amTRhdmfvJxh3Z8sa+FjRK7n3x3rzZ/WZl7pI5l+SEsSe0oBEAHKNFN9fLrb+l2R4A0KYWnLAg5009rzK3ee/mrH11bQsaAQBA/5nqAxghenvLrFxTb/B7xZI5DbcBgDb1zHeTt3ZU5+Zdkkyqt4MqAAymUZ0dWb54VmWuLJPbW7Tr9+qNq2vl6u7oBgCD7uxrkjHHV+ee/k7yZo33nADA+yxfsLxWru57TgAAGCwGvwFGiJ8+91qt3deWnHpC5s+Y0IJGANCG1t9aL7fopmZ7AMAAWrG03sPBK9duSm9v2WiXTXs25Rev/KIyN33c9Hzk5I802gUABszo8cl5n6vO9R5MHrmt+T4A0IauPP3KjOkcU5n7/ovfr3XKFAAADBaD3wAjxMo1m2rlViyx+ygA9MueVw/t+F1l7KTkrKub7wMAA+SMEydm4ZzJlblNO/flZ8+/1miXOzbeUSt3zbxr0tXR1WgXABhQi79cL7fulkNHbQAAR+X40cfnslMuq8ztO7gv332hxue8AAAwSAx+A4wAu/Z15zuPvVKZGzeqM1ddcFILGgFAG3rka0nZU507f0UyamzzfQBgAN24tN5Dwt9Ys7mxDj29Pbnj2XqD38vmL2usBwA0YtaSZNqZ1bltjydb1zXfBwDaUN33iqs2rGq2CAAAHAOD3wAjwLce2ZoDB3src585f2Ymjh3VgkYA0GbKMll3a73s4pub7QIADbhm4ckZ01X9UeK3H3s5u/d3N9Lh56/8PK+8Wf1Q8+IZi3P6pNMb6QAAjSmK+u8X19d8/wkAvMtFJ12Uk46r3gRr/fb1eX7X8y1oBAAAR8/gN8AIcFvNHdduXDqn4SYA0KY2r0l2PF2dm3FuctKixusAwEA7fuyofOa8mZW5/d29ufuRlxvpsHrj6lo5u30DMGxd8Pmk6KzOPboy6d7ffB8AaDMdRUeum39drWzd96AAANBqBr8B2twzr+7Jw5veqMydMmV8Ljp9SvOFAKAdrb+lXm7xzYd2cQOAYajuw8K3rdk04K+968Cu/ODFH1TmxnWNy6dP+/SAvz4AtMTEE5Mzavw9tn9X8tS3mu8DAG3ounn1Br/vfPbOHOw92HAbAAA4ega/AdrcyppfuK9YMjuFQTQAOHpvv5U8ent1rmNUcsGNzfcBgIZ8aO7UzD5hXGVu3UtvZOO2PQP62vc8f0/e7n27MnfFqVfkuFHHDehrA0BLLb65Xm5dzQeQAYB3mT1xdj4484OVuR37duTBrQ+2oBEAABwdg98Abay7pzer1m2pzBVFcv2S2S1oBABt6Mm7krdrDLedeWVy3LTm+wBAQzo6itxQ873jyjWbB/S1V21cVSu3fP7yAX1dAGi5BZ9KjptenXvuR8kbA3/KBgCMBMvmL6uVW7Wh3ntRAABoJYPfAG3svqe2Zcfe6h3RPjZ/Wk6eXL1rGwBwGOu+Ui+3+MvN9gCAFrj+wnqD37c/tCXdPb0D8prPvP5MHn/t8crcnIlzsuTEJQPymgAwaDpHJRd8vkawTB7+auN1AKAdXX7q5ZkwakJl7kebf5Sd+3e2oBEAANRn8Bugjd1Wc4e1FUvnNNwEANrU6y8kLzxQnZswM5l3WeN1AKBpc6aMz0fnT63M7dh7ID9+evuAvObqjatr5ZbNX5aiKAbkNQFgUC2+uV5u/a1J78A8aAUAI8m4rnG58vQrK3MHew/m7ufubkEjAACoz+A3QJvatmd/7nt6W2Xu+LFd+dQ5J7agEQC0ofV/Ui+38AtJZ1ezXQCgRVYsqffw8Mq1m475tbp7umt9yV6kyLXzrj3m1wOAIWHG2cmsGqdYvP5C8uKfNl4HANrR8vnLa+VWbVyVsiwbbgMAAPUZ/AZoU6vXbUlPb/WHENctmpWxozpb0AgA2kxvb/3B77q7tQHAMHDleTMzcWz1A00/eHJbduw9cEyvdf/m+2sdq/2Rkz+SmcfNPKbXAoAhZdFN9XLrb222BwC0qfOnnZ+5k+ZW5ja8viFP7HyiBY0AAKAeg98Abagsy6xcs7lW9sal9XZqAwDe4/kfJ7tq7GQ656Jk2oLm+wBAi4wd1ZlrFp5cmTvYW2b1ui3H9FqrNq6qlVs2f9kxvQ4ADDnnXZ90ja3OPb462b+78ToA0G6Koqi96/fqDaubLQMAAEfB4DdAG1q/6Y1s2La3MnfWzIk5b9bxLWgEAG1o3S31cnV3aQOAYaTuQ8S3rdnU7yOxt7+1PT/Z8pPK3PGjj88lp1zSr9cAgCFr3OTk7Guqcwf3JY9/s/E6ANCOrp53dTqL6pOR737+7hzoObYTrQAAYKAY/AZoQyvX1tvte8XSOSmKouE2ANCG9r2ePHlXdW7U+OTcervGAMBwsnD2pJxx4oTK3DOv7s0jm3f16zXueu6u9JQ9lbmr5l6VMZ1j+vUaADCkLb65Xm7drc32AIA2NW3ctHx89scrc3ve3pP7XrqvBY0AAKCawW+ANrPv7Z7ctX5rZW5UZ5Fli6qP5gYADuOx25M6O7ycc10y1ukaALSfoiiyYkm9Xb9Xrt101OuXZZnVG1fXyi6bv+yo1weAYeG0TySTTqnObf5Fsv3p5vsAQBuq+55y1cZVzRYBAICaDH4DtJl7Hn85ew4crMxddtaJmTrBjmgA0C91d1OruzsbAAxDyxbPSldH9SlSd6zfmv3d1Tt3/6qHtz+c53c9X5k784Qzc/aUs49qbQAYNjo6kkVfqpddb9dvAOiPT8z+RKaMnVKZ++nWn+aVN19pQSMAADgyg98AbWblms21cjd+YHbDTQCgTb36RLL1oercCacnp360+T4AMEimTxyTS86aUZnbs/9gvvv40X05fjS7fRdF9fA5AAxbdQe/H/5a0lO9IQgA8G6jOkbl6rlXV+bKlLlj4x0taAQAAEdm8BugjWza+VYefPa1ytyMiWPyiQXTW9AIANpQ3V3UFt2UGEQDoM3duHROrVzdh5STZN/BfbnnhXsqc10dXblq7lW11wWAYemEU5PTP1Gd2/tqsvHe5vsAQBtaNn9ZrdzqjavTW/Y2WwYAACoY/AZoI99YW++L9M9dODtdnf4KAICj1tN9aBe1SkWy6IuN1wGAwfbJM6dn2oTRlbmfbNyRex57udaav7f29/Jm95uVuUvmXJITxp5Qa00AGNYWf7lebt1Xmu0BAG1qwQkLct7U8ypzm/duztpX17agEQAA9M3UH0Cb6O0taw9+r1g6u+E2ANCmnvlu8taO6ty8S5JJ/r4FoP2N6uzI5y6s93fe31n5SF7YceSB7u++8N38yVN/Umu9ujuyAcCwd9bVyZjjq3PP3JO8WeM9KwDwPssXLK+VW71xdbNFAACggsFvgDbx0+dey5Y39lXmlpx6QuZNn9CCRgDQhtbdUi+3+OZmewDAELJiSb3B7z0HDuav3vpQ9nf3HPb+C7teyD948B/UWmv6uOn5yMkfqd0RAIa10eOT866vzvUeTB75evN9AKANXXn6lRnTOaYy9/0Xv5+9b+9tQSMAADg8g98AbeK2NZtq5ep+IQ8AvMeeV5MN36vOjZ2UnHlV830AYIhYcOLELJozuVb2iZd35x/d9fj7ru87uC//14//r7zZfeQdwf/MNfOuSVdH19HUBIDhre4DxutuScqy2S4A0IaOH318LjvlssrcvoP78t0XvtuCRgAAcHgGvwHawK593bnnsVcqc+NGdeaqC05qQSMAaEOPfC0pD79D6bucf2MyamzzfQBgCPlrl8yvnf3qLzbl9rWb33Xtn/7sn2bD6xtq/fy4rnG5+WynawAwwsxakkw/qzq37Ylk67rm+wBAG1q+YHmt3OqNq5stAgAAR2DwG6AN3PXw1hw42FuZ+8z5MzNx7KgWNAKANlOWh3ZNq2PxTc12AYAh6LKzZxzVg8b/9+pH8/Qre5Ikqzasyh3P3lH7Z//Wkr+V6eOnH3VHABjWiiJZVPP9Zt33rwDAu3xw5gdz8nEnV+bWb1+f53Y914JGAADwfga/OSZFUZxUFMVfLoriq0VRPFwUxWtFUbxdFMW+oiheKYriwaIo/nNRFJ8rimL8YPc9FkVRfLAoin9UFMV3iqJ4viiK3UVRHHznf59/5/o/KoriA4PdlZFn5ZpNtXI3Lp3TcBMAaFOb1yQ7nqnOnXhectKixusAwFBTFEV+53Pn5/Rpx9XK7+/uzf9269qse+Xx/NOf/9Par/OZ0z+TG8+8sb81AWB4W/iFpOiszj32jaR7X/N9AKDNdBQduW7+dbWyd2ys/wAzAAAMJIPf9EtRFAuKovhqkpeS/JckX0hyQZIpSUYlGZvkxCQfTvLrSW5PsqUoit8piuL4wWndP0VR3FgUxcNJfp7k/5PkyiSnJZmYpPOd/z3tnev/nyS/KIpifVEUKwalMCPO06/sycObd1XmTp06PhedPqUFjQCgDa37Sr3c4psP7cIGACPQxLGj8vs3XZgxXfU+cnzutdfyV777N3Kg50Ct/OmTTs8//PA/TOHvWgBGqgkzkjOurM7t35U8dXfzfQCgDV0779pauTufvTMHew823AYAAN7P4DdHrSiKv5vk0Rwa9u46ih+dnOQ3kjxdFMWnGqg2oIqimFEUxfeSfD2HhtqPxsIktxVFcU9RFM4eplF1d/u+4cLZvhwHgP54+63ksW9W5zpGJefbgRSAke3sk47PP152Xo1kmbEn3Z59ebXWuuO6xuVfX/yvM37UsD5QDgCO3eKb6uXW3dJsDwBoU7Mnzs5FMy+qzO3YtyMPbn2wBY0AAODdDH5TW1EUnUVR3JrknycZcwxLzUzynaIo/urANBt4RVGckWRNkiuOcalPJ1lTFMWCY28F79fd05tV67ZU5ooiuX7J7BY0AoA29OSdydt7qnNnfiY5bmrzfQBgiLtx6ZysqHgPOuqEBzPq+Edrr/n3P/T3M/+E+cdaDQCGvwWfSo6rsd/Mcz9K3qi3aQgA8G7Xzb+uVm7VhlUNNwEAgPcz+M3R+G9JvlSReTmHBqbXJXntCLmOJP++KIr/aYC6DZiiKOYk+UGSOUeI9SR5OsnPkzyR5O0jZE9J8sN31oUB9cOntuW1N4/0r98hH5s/LSdPHteCRgDQhurukrb45mZ7AMAw8v9cd17OmjnxsPc6xr6UMSd+u/Za1y+4PtfMu2agqgHA8NY5Krng8zWCZfLwVxuvAwDt6PJTL8+EURMqcz/a9KPs3L+z+UIAAPArDH5TS1EUfz3Jr/Vxe3+Sf5FkXlmWJ5dl+YGyLC8sy3JakoVJ/iCHBqXft2yS/1gUxZJGSvdDURSjkqxM0te2VBuS/IUkk8qyPKssyw+VZXlukuOTfC7JQ3383OwkX39nfRgwK9dsrpW7cannDgCgX7Y/k7zwQHVuwsxk3mXN9wGAYWLc6M78/k0XZsKYrnff6Hwz42bfmqI43EdF73f2lLPz9y76ew00BIBhrO6Dx+tuSbr3N9sFANrQuK5x+czpn6nMHSwP5u7n7m5BIwAA+HMGv6lUFMW8JL/bx+0Xk3ywLMvfKMvyuffeLMvykbIsfz3JZUleP8zPj0nyx0VRdB3m3mD4jSQX9XHv1iQLy7L847Is3/zVG2VZHijLclWSD6bv/68+nOTvDlhTRrxte/bnvqe3VeaOH9uVK845sQWNAKCNlGXy0B8n//XyevmFX0g6h8p/0gLA0DB3+oT8ixsu+JUrvRl38m3pGLWr1s9PHDUx/+rif5UxnWOaKQgAw9WMs5NZNfbUeePF5D99LHnpZ813AoA2s2z+slq5VRtXpSzLZssAAMCvMPhNHf8mhwa03+u1JJeUZflo1QJlWf44yZVJDhzm9jlJ/toxNRwARVHMTvJbfdy+PcmvlWW570hrlGXZU5bl303ye31Efqsoiln9bwl/btVDW9LTW/0hwrLFszJ2VGcLGgFAm3j9xeQry5I7/3pyoN5gWu3d1gBghPns+SflL37ktCTJ6Kk/SteEp2v/7D/+6D/OnOOdYAUAh1X3fehrG5L/dmXynd9M3n6zOg8AJEnOn3Z+5k2aV5nb8PqGPLHziRY0AgCAQwx+c0RFUSxOck0ft/9KWZbP112rLMtfJPntPm7/RlEUg719099JMu4w17cm+UtlWfYe5VrrD3N9fJK/ffTV4N3KsszKtZtrZVcs8SU5ANTS25v84g+S3/9w8tyP6v/cnIuSaQsaqwUAw91vffbsnHnaqxk9/fu1f2bF/Jty2amXNdgKAIa5865PusbWDJfJz//jO+93f9xoLQBoF0VR1N/1e8OqZssAAMCvMPhNlb/Zx/X7y7K8vR/r/dskzx3m+swkX+rHegOiKIrjk/zPfdz+7bIsdx/NemVZHkzyt/q4/ZeLoph4NOvBe63b9EY2bttbmTtr5sScN+v4FjQCgGHutWeTP7oq+fbfTrqPcgc0u30DwBHtevu17Jv831MU9Y6+7nnr1Dz5xMdqnXIFACPW2EnJ2dce3c+88WLyx9cmd/2fyf6j+toDAEakq+ddnc6i+mTlbz//7RzoOdzh5wAAMPAMftOnoigmJLm+j9v/oj9rlmXZneT3+rj9a/1Zc4Bcn+S4w1x/Ockt/VmwLMsfJnnoMLeOS/K5/qwJf2blmpq7fS+dk6IoGm4DAMNYb0/y4L9L/uNHkpcePPqfHzMpOXf5wPcCgDZxsPdg/s79fyevH9hZK9978Ljs2/Kl/PTZXfm9e59puB0ADHNL/6f+/dza/zf5/Q8lG+qfxgEAI9G0cdPy8dkfr8zteXtPfvjSD1vQCAAADH5zZFcnGX+Y668muecY1v2TJN2HuX5xURQzj2HdY/H5Pq7/yTvD6v3134/y9aDSvrd7ctfDWytzozqLLFt0cgsaAcAwte3J5A8/lXzvt5OD+/u3xiV/LxnjMBcA6Mu/X/fvs/bVtbWyZVlk/9bPpzw4KUny7364MT96eluT9QBgeDv1I8lZV/fvZ3dvSW69IVn1vyVv1XtACwBGouXz6238sXrj6maLAADAOwx+cySf6uP6XWVZ9vR30bIsX0vywGFuFUmu6O+6/VUUxZgkn+jj9qpjXL6vn7/4nde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\n",
      "text/plain": [
       "<Figure size 2700x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# capture result in a dataframe\n",
    "\n",
    "dft = pd.DataFrame(dft, columns=spl.get_feature_names_out())\n",
    "\n",
    "plt.plot(df[\"var\"], dft[spl.get_feature_names_out()[1:-1]])\n",
    "plt.legend(dft.columns)\n",
    "plt.xlabel(\"X\")\n",
    "plt.ylabel(\"Spline values\")\n",
    "plt.legend(spl.get_feature_names_out(), bbox_to_anchor=(1, 1), loc=\"upper left\")\n",
    "\n",
    "# # plot knots of spline\n",
    "# knots = spl.bsplines_[0].t\n",
    "# plt.vlines(knots[1:-1], ymin=0, ymax=0.8, linestyles=\"dashed\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>var_sp_0</th>\n",
       "      <th>var_sp_1</th>\n",
       "      <th>var_sp_2</th>\n",
       "      <th>var_sp_3</th>\n",
       "      <th>var_sp_4</th>\n",
       "      <th>var_sp_5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.460412</td>\n",
       "      <td>0.538772</td>\n",
       "      <td>0.000816</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.422457</td>\n",
       "      <td>0.574278</td>\n",
       "      <td>0.003265</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.386134</td>\n",
       "      <td>0.606520</td>\n",
       "      <td>0.007346</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.351444</td>\n",
       "      <td>0.635496</td>\n",
       "      <td>0.013060</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.013060</td>\n",
       "      <td>0.635496</td>\n",
       "      <td>0.351444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.007346</td>\n",
       "      <td>0.606520</td>\n",
       "      <td>0.386134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003265</td>\n",
       "      <td>0.574278</td>\n",
       "      <td>0.422457</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000816</td>\n",
       "      <td>0.538772</td>\n",
       "      <td>0.460412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    var_sp_0  var_sp_1  var_sp_2  var_sp_3  var_sp_4  var_sp_5\n",
       "0   0.500000  0.500000  0.000000  0.000000  0.000000  0.000000\n",
       "1   0.460412  0.538772  0.000816  0.000000  0.000000  0.000000\n",
       "2   0.422457  0.574278  0.003265  0.000000  0.000000  0.000000\n",
       "3   0.386134  0.606520  0.007346  0.000000  0.000000  0.000000\n",
       "4   0.351444  0.635496  0.013060  0.000000  0.000000  0.000000\n",
       "..       ...       ...       ...       ...       ...       ...\n",
       "95  0.000000  0.000000  0.000000  0.013060  0.635496  0.351444\n",
       "96  0.000000  0.000000  0.000000  0.007346  0.606520  0.386134\n",
       "97  0.000000  0.000000  0.000000  0.003265  0.574278  0.422457\n",
       "98  0.000000  0.000000  0.000000  0.000816  0.538772  0.460412\n",
       "99  0.000000  0.000000  0.000000  0.000000  0.500000  0.500000\n",
       "\n",
       "[100 rows x 6 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# let's create features up to a 3rd degree\n",
    "\n",
    "spl = SplineTransformer(degree=2, n_knots=5)\n",
    "\n",
    "dft = spl.fit_transform(df)\n",
    "\n",
    "dft = pd.DataFrame(dft, columns=spl.get_feature_names_out())\n",
    "\n",
    "dft"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-5. , -2.5,  0. ,  2.5,  5. ,  7.5, 10. , 12.5, 15. ])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spl.bsplines_[0].t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 2700x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(df[\"var\"], dft[\"var_sp_2\"])\n",
    "plt.xlabel(\"X\")\n",
    "plt.ylabel(\"Spline\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2700x1800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# capture result in a dataframe\n",
    "\n",
    "dft = pd.DataFrame(dft, columns=spl.get_feature_names_out())\n",
    "\n",
    "plt.plot(df[\"var\"], dft[spl.get_feature_names_out()[1:-1]])\n",
    "plt.legend(dft.columns)\n",
    "plt.xlabel(\"X\")\n",
    "plt.ylabel(\"Spline values\")\n",
    "plt.legend(spl.get_feature_names_out(), bbox_to_anchor=(1, 1), loc=\"upper left\")\n",
    "\n",
    "# # plot knots of spline\n",
    "# knots = spl.bsplines_[0].t\n",
    "# plt.vlines(knots[2:-2], ymin=0, ymax=0.8, linestyles=\"dashed\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>var_sp_0</th>\n",
       "      <th>var_sp_1</th>\n",
       "      <th>var_sp_2</th>\n",
       "      <th>var_sp_3</th>\n",
       "      <th>var_sp_4</th>\n",
       "      <th>var_sp_5</th>\n",
       "      <th>var_sp_6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.147270</td>\n",
       "      <td>0.665067</td>\n",
       "      <td>0.187652</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.129440</td>\n",
       "      <td>0.660401</td>\n",
       "      <td>0.210072</td>\n",
       "      <td>0.000088</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.113110</td>\n",
       "      <td>0.652865</td>\n",
       "      <td>0.233728</td>\n",
       "      <td>0.000297</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.098215</td>\n",
       "      <td>0.642658</td>\n",
       "      <td>0.258424</td>\n",
       "      <td>0.000704</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000704</td>\n",
       "      <td>0.258424</td>\n",
       "      <td>0.642658</td>\n",
       "      <td>0.098215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000297</td>\n",
       "      <td>0.233728</td>\n",
       "      <td>0.652865</td>\n",
       "      <td>0.113110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000088</td>\n",
       "      <td>0.210072</td>\n",
       "      <td>0.660401</td>\n",
       "      <td>0.129440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000011</td>\n",
       "      <td>0.187652</td>\n",
       "      <td>0.665067</td>\n",
       "      <td>0.147270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.166667</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    var_sp_0  var_sp_1  var_sp_2  var_sp_3  var_sp_4  var_sp_5  var_sp_6\n",
       "0   0.166667  0.666667  0.166667  0.000000  0.000000  0.000000  0.000000\n",
       "1   0.147270  0.665067  0.187652  0.000011  0.000000  0.000000  0.000000\n",
       "2   0.129440  0.660401  0.210072  0.000088  0.000000  0.000000  0.000000\n",
       "3   0.113110  0.652865  0.233728  0.000297  0.000000  0.000000  0.000000\n",
       "4   0.098215  0.642658  0.258424  0.000704  0.000000  0.000000  0.000000\n",
       "..       ...       ...       ...       ...       ...       ...       ...\n",
       "95  0.000000  0.000000  0.000000  0.000704  0.258424  0.642658  0.098215\n",
       "96  0.000000  0.000000  0.000000  0.000297  0.233728  0.652865  0.113110\n",
       "97  0.000000  0.000000  0.000000  0.000088  0.210072  0.660401  0.129440\n",
       "98  0.000000  0.000000  0.000000  0.000011  0.187652  0.665067  0.147270\n",
       "99  0.000000  0.000000  0.000000  0.000000  0.166667  0.666667  0.166667\n",
       "\n",
       "[100 rows x 7 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# let's create features up to a 3rd degree\n",
    "\n",
    "spl = SplineTransformer(degree=3, n_knots=5)\n",
    "\n",
    "dft = spl.fit_transform(df)\n",
    "\n",
    "dft = pd.DataFrame(dft, columns=spl.get_feature_names_out())\n",
    "\n",
    "dft"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-7.5, -5. , -2.5,  0. ,  2.5,  5. ,  7.5, 10. , 12.5, 15. , 17.5])"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "spl.bsplines_[0].t"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(df[\"var\"], dft[\"var_sp_3\"])\n",
    "plt.xlabel(\"X\")\n",
    "plt.ylabel(\"Spline\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# capture result in a dataframe\n",
    "\n",
    "dft = pd.DataFrame(dft, columns=spl.get_feature_names_out())\n",
    "\n",
    "plt.plot(df[\"var\"], dft[spl.get_feature_names_out()[1:-1]])\n",
    "plt.legend(dft.columns)\n",
    "plt.xlabel(\"X\")\n",
    "plt.ylabel(\"Spline values\")\n",
    "plt.legend(spl.get_feature_names_out(), bbox_to_anchor=(1, 1), loc=\"upper left\")\n",
    "\n",
    "# # plot knots of spline\n",
    "# knots = spl.bsplines_[0].t\n",
    "# plt.vlines(knots[3:-3], ymin=0, ymax=0.8, linestyles=\"dashed\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "fsml",
   "language": "python",
   "name": "fsml"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": "block",
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
